
import pandas as pd


claim_evidence =pd.read_csv("train_update.csv")


claim_evidence


NEI_claim_evidence = claim_evidence.loc[claim_evidence['label'] == 'NEI']
len(NEI_claim_evidence)

261


REFUTED_claim_evidence = claim_evidence.loc[claim_evidence['label'] == 'REFUTED']
len(REFUTED_claim_evidence)

316


SUPPORTED_claim_evidence = claim_evidence.loc[claim_evidence['label'] == 'SUPPORTED']
len(SUPPORTED_claim_evidence)

602


unrelated_claim_evidence = claim_evidence.loc[claim_evidence['label'] == 'NEI']


related_claim_evidence.reset_index(inplace=True)
related_claim_evidence


unrelated_claim_evidence.reset_index(inplace=True)
unrelated_claim_evidence


import scipy
import numpy as np
import re
import nltk
nltk.download('stopwords')
from nltk.corpus import stopwords
import seaborn as sns
import matplotlib.pyplot as plt
gloveFile = "glove.6B.100d.txt"
dimensions = 100


def cosine_distance_countvectorizer_method(s1, s2):
    
    # sentences to list
    allsentences = [s1 , s2]
    
    # packages
    from sklearn.feature_extraction.text import CountVectorizer
    from scipy.spatial import distance
    
    # text to vector
    vectorizer = CountVectorizer()
    all_sentences_to_vector = vectorizer.fit_transform(allsentences)
    text_to_vector_v1 = all_sentences_to_vector.toarray()[0].tolist()
    text_to_vector_v2 = all_sentences_to_vector.toarray()[1].tolist()
    
    # distance of similarity
    cosine = distance.cosine(text_to_vector_v1, text_to_vector_v2)
    print('Similarity of two sentences are equal to ',round((1-cosine)*100,2),'%')
    return cosine

def loadGloveModel(gloveFile):
    print ("Loading Glove Model")
    with open(gloveFile, encoding="utf8" ) as f:
        content = f.readlines()
    model = {}
    for line in content:
        splitLine = line.split()
        word = splitLine[0]
        embedding = np.array([float(val) for val in splitLine[1:]])
        model[word] = embedding
    print ("Done.",len(model)," words loaded!")
    return model

def preprocess(raw_text):
    # keep only words
    letters_only_text = re.sub("[^a-zA-Z]", " ", raw_text)

    # convert to lower case and split 
    words = letters_only_text.lower().split()

    # remove stopwords
    stopword_set = set(stopwords.words("english"))
    cleaned_words = list(set([w for w in words if w not in stopword_set]))

    return cleaned_words

def cosine_distance_between_two_words(word1, word2):
    try:
        return (1- scipy.spatial.distance.cosine(model[word1], model[word2]))
    except:
        print('Word distance cannot be computed: ', word1, ' ',word2 )
        return 0

    
def calculate_heat_matrix_for_two_sentences(s1,s2):
    s1 = preprocess(s1)
    s2 = preprocess(s2)
    result_list = [[cosine_distance_between_two_words(word1, word2) for word2 in s2] for word1 in s1]
    result_df = pd.DataFrame(result_list)
    result_df.columns = s2
    result_df.index = s1
    return result_df

def cosine_distance_wordembedding_method(s1, s2):
    vector1_array = []
    vector2_array = []
    for word in preprocess(s1):
        try:
            vector1_array.append(model[word])
        except:
            vector1_array.append([0 for _ in range(dimensions)])
            print(word, " not found in model.")
            
    for word in preprocess(s2):
        try:
            vector2_array.append(model[word])
        except:
            vector2_array.append([0 for _ in range(dimensions)])
            print(word, " not found in model.")    
    vector_1 = np.mean(vector1_array,axis=0)
    vector_2 = np.mean(vector2_array,axis=0)
    
    #vector_1 = np.mean([model[word] for word in preprocess(s1)],axis=0)
    #vector_2 = np.mean([model[word] for word in preprocess(s2)],axis=0)
    cosine = scipy.spatial.distance.cosine(vector_1, vector_2)
    print('The claim is: ',s1)
    print('The evidence is: ',s2)
    print('Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to',round((1-cosine)*100,2),'%')
    return(round((1-cosine)*100,2))

def heat_map_matrix_between_two_sentences(s1,s2):
    df = calculate_heat_matrix_for_two_sentences(s1,s2)

    fig, ax = plt.subplots(figsize=(5,5)) 
    ax_blue = sns.heatmap(df, cmap="YlGnBu")
    # ax_red = sns.heatmap(df)
    print(cosine_distance_wordembedding_method(s1, s2))
    return ax_blue

[nltk_data] Downloading package stopwords to
[nltk_data]     C:\Users\jooer\AppData\Roaming\nltk_data...
[nltk_data]   Package stopwords is already up-to-date!


model = loadGloveModel(gloveFile)

Loading Glove Model
Done. 400001  words loaded!


import random
random_index = random.choice([num for num in range(len(related_claim_evidence))])
print("Random index selected is: ",random_index)
heat_map_matrix_between_two_sentences(related_claim_evidence['claim'][random_index],related_claim_evidence['evidence'][random_index])
print(cosine_distance_wordembedding_method(related_claim_evidence['claim'][random_index],related_claim_evidence['evidence'][random_index]))

Random index selected is:  101
The claim is:  The risk of female prisoners harming themselves is ten times that of male prisoners.
The evidence is:  FINDINGS 139,195 self-harm incidents were recorded in 26,510 individual prisoners between 2004 and 2009; 5-6% of male prisoners and 20-24% of female inmates self-harmed every year.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 93.48 %
93.48
The claim is:  The risk of female prisoners harming themselves is ten times that of male prisoners.
The evidence is:  FINDINGS 139,195 self-harm incidents were recorded in 26,510 individual prisoners between 2004 and 2009; 5-6% of male prisoners and 20-24% of female inmates self-harmed every year.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 93.48 %
93.48


related_claim_evidence['Cosine Distance'] = 0

for df_entry in range(len(related_claim_evidence)):
    related_claim_evidence['Cosine Distance'][df_entry] = cosine_distance_wordembedding_method(related_claim_evidence['Claim'][df_entry],related_claim_evidence['Evidence'][df_entry])

C:\Users\jooer\AppData\Local\Temp/ipykernel_14516/1006464717.py:1: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  related_claim_evidence['Cosine Distance'] = 0
C:\Users\jooer\AppData\Local\Temp/ipykernel_14516/1006464717.py:4: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  related_claim_evidence['Cosine Distance'][df_entry] = cosine_distance_wordembedding_method(related_claim_evidence['Claim'][df_entry],related_claim_evidence['Evidence'][df_entry])

The claim is:  Antidepressants increase the severity of migraines.
The evidence is:  Tricyclics were also more likely to reduce the intensity of headaches by at least 50% than either placebo (tension-type: relative risk 1.41, 95% confidence interval 1.02 to 1.89; migraine: 1.80, 1.24 to 2.62) or selective serotonin reuptake inhibitors (1.73, 1.34 to 2.22 and 1.72, 1.15 to 2.55).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 77.97 %
citrullinated  not found in model.
netosis  not found in model.
citrullinated  not found in model.
immunostimulatory  not found in model.
autoantigens  not found in model.
The claim is:  Citrullinated proteins externalized in neutrophil extracellular traps act indirectly to perpetuate the inflammatory cycle via induction of autoantibodies.
The evidence is:  These observations implicate accelerated NETosis in RA pathogenesis, through externalization of citrullinated autoantigens and immunostimulatory molecules that may promote aberrant adaptive and innate immune responses in the joint and in the periphery, and perpetuate pathogenic mechanisms in this disease.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 76.13 %
fmet  not found in model.
formylmethionyl  not found in model.
The claim is:  Recognition of start codons depends on the translation initiation factor IF3.
The evidence is:  IF3 and tRNA undergo large conformational changes to facilitate the accommodation of the formylmethionyl-tRNA (fMet-tRNA(fMet)) into the P site for start codon recognition.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 78.13 %
The claim is:  Ca2+ cycling is a UCP1-dependent thermogenic mechanism.
The evidence is:  Conversely, enhanced Ca2+ cycling by activation of α1- and/or β3-adrenergic receptors or the SERCA2b-RyR2 pathway stimulates UCP1-independent thermogenesis in beige adipocytes.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 60.85 %
The claim is:  Scapular stabilizer exercises are more effective than general exercise therapy in reducing pain and improving function of the shoulder.
The evidence is:  Significantly more patients in the specific exercise group reported successful outcome (defined as large improvement or recovered) in the patients' global assessment of change because of treatment: 69% (35/51) v 24% (11/46); odds ratio 7.6, 3.1 to 18.9; P<0.001.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 77.92 %
The claim is:  Human embryonic stem cells give rise to cell types from the outer embryonic germ layer, but not the other two layers.
The evidence is:  Embryonic stem cells have the ability to remain undifferentiated and proliferate indefinitely in vitro while maintaining the potential to differentiate into derivatives of all three embryonic germ layers.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 90.66 %
hepatocytic  not found in model.
ihepscs  not found in model.
hepatocytic  not found in model.
cholangiocytic  not found in model.
The claim is:  Induced hepatic stem cells possess the potential to differentiate into hepatocytic cells.
The evidence is:  iHepSCs can be stably expanded in vitro and possess the potential of bidirectional differentiation into both hepatocytic and cholangiocytic lineages.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 76.63 %
The claim is:  Knockout proximal tubule-specific deletion of the BMP receptor Alk3 causes epithelial damage.
The evidence is:  Combining THR-123 and the angiotensin-converting enzyme inhibitor captopril had an additive therapeutic benefit in controlling renal fibrosis.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 68.57 %
coatmer  not found in model.
atgl  not found in model.
The claim is:  COPI coatmer is involved in lipid homeostasis.
The evidence is:  We found that COPI components regulate the PAT protein composition at the lipid droplet surface, and promote the association of adipocyte triglyceride lipase (ATGL) with the lipid droplet surface to mediate lipolysis.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 74.2 %
The claim is:  Removal of H3K9me3 improves reprogramming efficiency in human somatic cell nuclear transfer experiments.
The evidence is:  Moreover, KDM4E plays a more crucial role in IVF and SCNT embryonic development, and overexpression of KDM4E can restore the global transcriptome, improve blastocyst formation and increase the cloning efficiency of SCNT embryos.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 84.1 %
The claim is:  Differentiation of progenitor cells to myeloid cells is skewed when insulin signaling is suppressed.
The evidence is:  Here, we show that the haematopoietic progenitors of Drosophila are direct targets of systemic (insulin) and nutritional (essential amino acid) signals, and that these systemic signals maintain the progenitors by promoting Wingless (WNT in mammals) signalling.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 74.72 %
The claim is:  Notch signaling occurs between tumor cells and stromal cells.
The evidence is:  Our results elucidate a novel mechanism by which the direct interplay between tumor cells and ECs promotes angiogenesis through MAPK and Notch signaling pathways.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 80.95 %
lrrk  not found in model.
The claim is:  Increased microtubule acetylation worsens interference of axonal transport caused by LRRK2 Roc-COR domain mutations.
The evidence is:  In vivo knockdown of the deacetylases HDAC6 and Sirt2, or administration of TSA rescues both axonal transport and locomotor behavior.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 63.14 %
The claim is:  Deregulation of HAND2 is a crucial step in endometrial carcinogenesis in mice.
The evidence is:  Finally, mice harbouring a Hand2 knock-out specifically in their endometrium were shown to develop precancerous endometrial lesions with increasing age, and these lesions also demonstrated a lack of PTEN expression.   

Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 79.93 %
The claim is:  Tuberculosis incidence occurs at higher rates in more sparsely populated areas in the UK.
The evidence is:  A strong association was found between all TB mortality groups and overcrowding at the household level.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 81.1 %
The claim is:  Men are more susceptible to death due to pneumonia when compared to women.
The evidence is:  CONCLUSIONS Although gender may not be predictive of mortality among all infections, women appear to be at increased risk for death from hospital-acquired pneumonia, even after controlling for other comorbidities.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 90.89 %
saes  not found in model.
The claim is:  Allogeneic mechanical circulatory support is not as effective as autologous mechanical circulatory support for treating acute myocardial infarction.
The evidence is:  The 1-year incidence of SAEs was 33.3% (n = 5) in the allogeneic group and 53.3% (n = 8) in the autologous group (P = .46).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 47.34 %
The claim is:  Pharmacist attendance at ward rounds increases adverse events in wards.
The evidence is:  CONCLUSIONS The presence of a pharmacist on rounds as a full member of the patient care team in a medical ICU was associated with a substantially lower rate of ADEs caused by prescribing errors.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 81.66 %
The claim is:  Gastric infection with Helicobacter pylori decreases risk of gastric cancer in humans.
The evidence is:  The estimated odds ratio for the risk of gastric cancer in those with a history of infection with H pylori was 2.77 (95% confidence interval 1.04 to 7.97, 2p = 0.039).   

Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 77.29 %
hypermutation  not found in model.
apobec  not found in model.
The claim is:  The deamination of cytidine to uridine on the minus strand of viral DNA can inactivate the viral genome by inducing G-to-A mutations.
The evidence is:  Here, we demonstrate that it does, as APOBEC3G exerts its antiviral effect during reverse transcription to trigger G-to-A hypermutation in the nascent retroviral DNA.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 66.92 %
mtec  not found in model.
The claim is:  RANK-RANKL pathway signalling has no known association with development of Aire-expressing medullary thymic epithelial cells.
The evidence is:  These results show that developmental-stage-dependent cooperation between RANK and CD40 promotes mTEC development, thereby establishing self-tolerance.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 64.51 %
The claim is:  The DESMOND program demonstrates no significant impact on lifestyles outcomes.
The evidence is:  CONCLUSION A single programme for people with newly diagnosed type 2 diabetes mellitus showed no difference in biomedical or lifestyle outcomes at three years although there were sustained improvements in some illness beliefs.   

Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 81.51 %
engagment  not found in model.
The claim is:  Smc5/6 engagment halts the activation of SUMO E3 ligase Mms21 by ATP-dependent remolding.
The evidence is:  In accordance, scanning force microscopy of the Smc5-Mms21 heterodimer shows that the molecule is physically remodeled in an ATP-dependent manner.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 57.99 %
The claim is:  MafA phosphorylation enhances its ubiquitination.
The evidence is:  We also demonstrate that GSK-3 triggers MafA sequential phosphorylation on residues S61, T57, T53, and S49, inducing its ubiquitination and degradation.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 68.88 %
avenin  not found in model.
The claim is:  Oat tolerant coeliac patients may have oat specific inflammatory cells in their small bowel mucosa.
The evidence is:  We established oats-avenin-specific and -reactive intestinal T-cell lines from these three patients, as well as from two other patients who appeared to tolerate oats.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 79.05 %
tmao  not found in model.
The claim is:  Omnivores produce more trimethylamine N-oxide from dietary I-carnitine than vegans.
The evidence is:  Omnivorous human subjects produced more TMAO than did vegans or vegetarians following ingestion of L-carnitine through a microbiota-dependent mechanism.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 67.25 %
glycaemic  not found in model.
The claim is:  Medications to treat obesity have unwanted side effects.
The evidence is:  Sibutramine improved [corrected] concentrations of high density lipoprotein cholesterol and triglycerides [corrected] Rimonabant improved concentrations of high density lipoprotein cholesterol and triglycerides, blood pressure, and glycaemic control in patients with diabetes but increased the risk of mood disorders.   

Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 81.45 %
mechanismspherical  not found in model.
highlightscytokine  not found in model.
cellsthe  not found in model.
consumerscytokine  not found in model.
The claim is:  The density of cytokine receptor bearing cells affects the distance over which cytokines act.
The evidence is:  HighlightsCytokine penetration in tissues is governed by a diffusion‐consumption mechanismSpherical cytokine niches are generated around cytokine‐producing cellsThe characteristic niche size depends on the density of cytokine consumersCytokine niches are a source of variability in otherwise identical cells &NA; Cytokine‐mediated communication allows immune cells to achieve a context‐appropriate response, but the distance over which this communication happens is unclear.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 79.2 %
mtec  not found in model.
The claim is:  RANK-RANKL pathway signalling has no known association with development of Aire-expressing medullary thymic epithelial cells.
The evidence is:  Hence, our data attributed a functional importance to the temporal development of Vγ5(+) γδ T cells during thymus medulla formation for αβ T cell tolerance induction and demonstrated a Rank-mediated reciprocal link between DETC and Aire(+) mTEC maturation.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 86.65 %
The claim is:  Energy balance requires hypothalamic glutamate neurotransmission.
The evidence is:  In adulthood, increased body weight and fasting also altered the expression of glucose and glutamate transporters.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 67.72 %
The claim is:  The mean suicide rate in women is lower after miscarriage than live birth.
The evidence is:  The suicide rate associated with birth was significantly lower (5.9) and the rates associated with miscarriage (18.1) and induced abortion (34.7) were significantly higher than in the population.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 93.46 %
pcsk  not found in model.
alirocumab  not found in model.
The claim is:  PCSK9 inhibitors decrease plasma Lp(a) levels.
The evidence is:  The increase in apo(a) FCR during alirocumab treatment suggests that increased LDL receptors may also play a role in the reduction of plasma Lp(a).   
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 82.95 %
The claim is:  HbA1c consistently overestimates glycemic control in black individuals with Sickle cell trait (SCT).
The evidence is:  Findings were similar in models adjusted for key risk factors and in analyses using 2001 concurrent measures of 2-hour glucose and HbA1c concentration for those with SCT (mean, 5.35%) vs those without SCT (mean, 5.65%) for a mean HbA1c difference of −0.30% (95% CI, −0.39% to −0.21%).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 74.12 %
The claim is:  Sildenafil worsens erectile function in men who experience sexual dysfunction as a result of the use of SSRI antidepressants.
The evidence is:  Erectile function, arousal, ejaculation, orgasm, and overall satisfaction domain measures improved significantly in sildenafil compared with placebo patients.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 86.27 %
neointima  not found in model.
The claim is:  Lack of FGF21 in mice leads to atherosclerotic plaque formation.
The evidence is:  Replenishment of FGF21 protects against atherosclerosis in apolipoprotein E(-/-)mice via 2 independent mechanisms, inducing the adipocyte production of adiponectin, which in turn acts on the blood vessels to inhibit neointima formation and macrophage inflammation, and suppressing the hepatic expression of the transcription factor sterol regulatory element-binding protein-2, thereby leading to reduced cholesterol synthesis and attenuation of hypercholesterolemia.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 75.23 %
The claim is:  Amitriptyline is an effective treatment for chronic tension-type headaches.
The evidence is:  Amitriptyline significantly reduced (P < 0.05) frequency and duration of headache as well as analgesic consumption in chronic, but not in episodic, tension-type headache.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 86.57 %
The claim is:  The peak incidence of fractures occurs in toddlers.
The evidence is:  CONTEXT The incidence of distal forearm fractures in children peaks around the time of the pubertal growth spurt, possibly because physical activity increases at the time of a transient deficit in cortical bone mass due to the increased calcium demand during maximal skeletal growth.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 79.82 %
The claim is:  CD44v6 is not associated with constitutive and reprogrammed cancer stem cells driving cancer metastasis.
The evidence is:  CD44v6(-) progenitor cells do not give rise to metastatic lesions but, when treated with cytokines, acquire CD44v6 expression and metastatic capacity.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 87.93 %
svct  not found in model.
The claim is:  Mutant mice lacking SVCT2 have severely reduced ascorbic acid levels in both brain and adrenals.
The evidence is:  Ascorbic-acid levels were undetectable or markedly reduced in the blood and tissues of Slc23a1−/− mice.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 91.63 %
mofetil  not found in model.
The claim is:  Systemic immunosuppressive (IS) therapy increases the chance of cancer mortality in patients with inflammatory eye disease (IED)
The evidence is:  Patients who used azathioprine, methotrexate, mycophenolate mofetil, ciclosporin, systemic corticosteroids, or dapsone had overall and cancer mortality similar to that of patients who never took immunosuppressive drugs.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 86.83 %
nondiseased  not found in model.
tregs  not found in model.
The claim is:  Type 1 Diabetes is associated with subtle perturbations in T reg development.
The evidence is:  Numerous reports have demonstrated that CD4(+)CD25(+) regulatory T cells (Tregs) from individuals with a range of human autoimmune diseases, including type 1 diabetes, are deficient in their ability to control autologous proinflammatory responses when compared with nondiseased, control individuals.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 84.41 %
The claim is:  Gastric infection with Helicobacter pylori increases risk of gastric cancer in humans.
The evidence is:  The estimated odds ratio for the risk of gastric cancer in those with a history of infection with H pylori was 2.77 (95% confidence interval 1.04 to 7.97, 2p = 0.039).   

Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 79.79 %
The claim is:  Diminished ovarian reserve is a reliable indicator of infertility in a non-infertile population.
The evidence is:  Women with high serum FSH values (>10 mIU/mL [n = 83]) did not have a significantly different predicted probability of conceiving after 6 cycles of attempt (63%; 95% CI, 50%-73%) compared with women (n = 654) with normal values (62%; 95% CI, 57%-66%) or after 12 cycles of attempt (82% [95% CI, 70%-89%] vs 75% [95% CI, 70%-78%], respectively).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 65.21 %
ateriosus  not found in model.
The claim is:  Early patent ductus ateriosus (PDA) screening decreases in-hospital mortality.
The evidence is:  CONCLUSIONS AND RELEVANCE In this national population-based cohort of extremely preterm infants, screening echocardiography before day 3 of life was associated with lower in-hospital mortality and likelihood of pulmonary hemorrhage but not with differences in necrotizing enterocolitis, severe bronchopulmonary dysplasia, or severe cerebral lesions.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 76.62 %
grsf  not found in model.
The claim is:  Post-transcriptional handling of mitochondrial transcripts occurs in mitochondrial RNA granules.
The evidence is:  Our findings suggest that the foci containing GRSF1 and RNase P correspond to sites where primary RNA transcripts converge to be processed.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 78.47 %
degradative  not found in model.
xrn  not found in model.
exonucleases  not found in model.
The claim is:  In S. cerevisiae, the absence of RNA surveillance pathways causes sensitivity to high iron conditions.
The evidence is:  Extended forms of these mRNAs accumulate in the absence of Rnt1p or of the 5'-->3' exonucleases Xrn1p and Rat1p, showing that multiple degradative pathways contribute to the surveillance of aberrant forms of these transcripts.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 84.59 %
nlrp  not found in model.
inflammasome  not found in model.
inflammasome  not found in model.
nalp  not found in model.
The claim is:  Aggravated inflammation is dependent on NLRP3 inflammasome activation.
The evidence is:  Macrophages from mice deficient in various components of the inflammasome such as caspase-1, ASC and NALP3 are defective in crystal-induced IL-1β activation.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 70.75 %
The claim is:  Risk of cardiovascular events can be cut by a third by using antihypertensive drug therapy among hemodialysis patients.
The evidence is:  Among 1202 patients who we identified in 5 studies, the overall benefit of antihypertensive therapy compared with the control or placebo group had a combined hazard ratio for cardiovascular events of 0.69 (95% CI: 0.56 to 0.84) using a fixed-effects model and 0.62 (95% CI: 0.45 to 0.86) using a random-effects model.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 92.77 %
The claim is:  AMP-activated protein kinase (AMPK) activation reduces inflammation-related fibrosis in the lungs.
The evidence is:  In a bleomycin model of lung fibrosis in mice, metformin therapeutically accelerates the resolution of well-established fibrosis in an AMPK-dependent manner.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 70.77 %
intracolorectal  not found in model.
The claim is:  Vaccinating the gastrointestinal tract induces protection of rectal and vaginal mucosa.
The evidence is:  Vaccination through large intestinal mucosa, previously proven protective for both of these mucosal sites in animal studies, can be achieved successfully by direct intracolorectal (i.c.r.) administration, but this route is clinically impractical.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 47.24 %
bnab  not found in model.
autoreactive  not found in model.
mper  not found in model.
The claim is:  Broadly HIV-1 Neutralizing Antibodies (bnAb) 10EB have no affinity for phospholipids.
The evidence is:  In contrast to other neutralizing MPER antibodies, 10E8 did not bind phospholipids, was not autoreactive, and bound cell-surface envelope.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 72.1 %
msna  not found in model.
The claim is:  Sympathetic nerve activity is elevated throughout normal pregnancy.
The evidence is:  The s-MSNA in NP (38+/-6.6 impulses/100 beats) was greater (P<0.05) than in NN women (19+/-1.8 impulses/100 beats) despite similar age and body weight but less than in PIH women (P<0.001) (146+/-23.5 impulses/100 beats).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 69.76 %
hydroxyvitamin  not found in model.
The claim is:  Vitamin D is an important factor in the relationship between calcium and parathyroid hormone.
The evidence is:  After adjusting for relevant factors, serum PTH was lowest in the group with a serum 25-hydroxyvitamin D level of more than 18 ng/mL but highest in the group with a serum 25-hydroxyvitamin D level of less than 10 ng/mL. At the low serum 25-hydroxyvitamin D level (<10 ng/mL), calcium intake of less than 800 mg/d vs more than 1200 mg/d was significantly associated with higher serum PTH (P = .04); and at a calcium intake of more than 1200 mg/d, there was a significant difference between the lowest and highest vitamin D groups (P = .04).   

Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 73.0 %
The claim is:  Mice that lack Interferon-γ or its receptor are highly susceptible to experimental autoimmune myocarditis.
The evidence is:  Lack of IFN-gamma due to either depletion with an antibody or a genetic deficiency exacerbated myocarditis.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 83.73 %
upregulating  not found in model.
The claim is:  PD-1 triggering on monocytes enhances IL-10 production by monocytes.
The evidence is:  We describe a new function for PD-1 whereby microbial products inhibit T cell expansion and function by upregulating PD-1 levels and IL-10 production by monocytes after binding of PD-1 by PD-L1.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 72.93 %
pdpn  not found in model.
fibroblastic  not found in model.
pdpn  not found in model.
The claim is:  The PDPN gene deactivates the C-type lectin receptor (CLEC-2).
The evidence is:  PDPN is expressed by lymphatic endothelial and fibroblastic reticular cells and promotes blood-lymph separation during development by activating the C-type lectin receptor, CLEC-2, on platelets.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 74.1 %
The claim is:  Environmentally-induced senescence is mimicked in disease modeling by adding specific molecules to the culture system.
The evidence is:  Induced aging in PD iPSC-derived dopamine neurons revealed disease phenotypes that require both aging and genetic susceptibility, such as pronounced dendrite degeneration, progressive loss of tyrosine hydroxylase (TH) expression, and enlarged mitochondria or Lewy-body-precursor inclusions.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 76.11 %
The claim is:  Human embryonic stem cells have the capacity to give rise to differentiated progeny representative of all three embryonic germ layers.
The evidence is:  Embryonic stem cells have the ability to remain undifferentiated and proliferate indefinitely in vitro while maintaining the potential to differentiate into derivatives of all three embryonic germ layers.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 91.85 %
mtec  not found in model.
The claim is:  RANK-RANKL pathway signalling is linked to development of Aire-expressing medullary thymic epithelial cells.
The evidence is:  These results show that developmental-stage-dependent cooperation between RANK and CD40 promotes mTEC development, thereby establishing self-tolerance.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 55.53 %
spinogenesis  not found in model.
The claim is:  Energy balance requires hypothalamic glutamate neurotransmission.
The evidence is:  Furthermore, AgRP but not POMC neurons have dendritic spines and increased glutamatergic input onto AgRP neurons caused by fasting was paralleled by an increase in spines, suggesting fasting induced synaptogenesis and spinogenesis.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 70.16 %
The claim is:  Patients with common epithelial cancers are less likely to have an emergency event as their first hospital admission if they live in resource-deprived areas.
The evidence is:  For example, the adjusted odds ratio for patients with breast cancer in the least compared with most deprived fifth of deprivation was 0.63 (95% confidence interval 0.60 to 0.66) and the adjusted odds ratio for patients with lung cancer aged 80-89 compared with those aged 50-59 was 3.13 (2.93 to 3.34).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 86.14 %
The claim is:  GATA3 regulates cell cycle progression in bone marrow hematopoietic stem cells.
The evidence is:  Therefore, GATA-3 is required for the maintenance of a normal number of LT-HSCs and for their entry into the cell cycle.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 62.15 %
ihps  not found in model.
The claim is:  There is no relation between Erythromycin use and hypertrophic pyloric stenosis.
The evidence is:  Maternal use of macrolides during the first two weeks after birth was also associated with an increased risk of IHPS.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 26.28 %
ateriosus  not found in model.
The claim is:  Early patent ductus ateriosus (PDA) screening increases in-hospital mortality.
The evidence is:  Exposed infants had a lower hospital death rate (14.2% vs 18.5% ; OR, 0.73 [95% CI, 0.54 to 0.98]; ARR, 4.3 [95% CI, 0.3 to 8.3]) and a lower rate of pulmonary hemorrhage (5.6% vs 8.9%; OR, 0.60 [95% CI, 0.38 to 0.95]; ARR, 3.3 [95% CI, 0.4 to 6.3]).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 70.5 %
lcpufa  not found in model.
The claim is:  Long chain polyunsaturated fatty acids supplementation is associated with lower rates of atopic eczema at 1 year.
The evidence is:  CONCLUSION n-3 LCPUFA supplementation in pregnancy did not reduce the overall incidence of immunoglobulin E associated allergies in the first year of life, although atopic eczema and egg sensitisation were lower.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 81.46 %
nlrp  not found in model.
inflammasome  not found in model.
nalp  not found in model.
inflammasome  not found in model.
cryopyrin  not found in model.
cppd  not found in model.
The claim is:  Aggravated inflammation is dependent on NLRP3 inflammasome activation.
The evidence is:  Here we show that MSU and CPPD engage the caspase-1-activating NALP3 (also called cryopyrin) inflammasome, resulting in the production of active interleukin (IL)-1β and IL-18.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 55.88 %
The claim is:  Bariatric surgery increases rates of colorectal cancer.
The evidence is:  No association was detected between bariatric surgery and fractures, cancer, or stroke.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 85.78 %
The claim is:  Depletion of T-helper 17 (Th17) cells during simian immunodeficiency virus (SIV) infection decreases dissemination of Salmonella Typhimurium from the gut.
The evidence is:  TH17 cells were markedly depleted in SIV-infected rhesus macaques, resulting in blunted TH17 responses to S. typhimurium infection and increased bacterial dissemination.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 87.79 %
The claim is:  Retinoic acid receptor-related orphan receptor gamma (RORγ) is a therapeutic target for castration-resistant prostate cancer (CRPC)
The evidence is:  Taken together, these results establish ROR-γ as a key player in CRPC by acting upstream of AR and as a potential therapeutic target for advanced PCa.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 52.61 %
The claim is:  Satellite cell dysfunction is a key factor in sarcopenia development.
The evidence is:  A detailed analysis of multiple muscles harvested at various time points during aging in different cohorts of these mice showed that the muscles were of normal size, despite low regenerative capacity, but did have increased fibrosis.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 76.89 %
nongametocytocidal  not found in model.
gametocytocidal  not found in model.
The claim is:  Mathematical models predict that using Artemisinin-based combination therapy over nongametocytocidal drugs have only a modest impact in reducing malaria transmission.
The evidence is:  An efficacious antimalarial regimen with no specific gametocytocidal properties but a long prophylactic time was estimated to be more effective at reducing transmission than a short-acting ACT in the highest-transmission setting.   

Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 86.97 %
tocopheryl  not found in model.
The claim is:  Taking 400mg of α-tocopheryl acetate in combination with vitamin C reduces the risk of prostate cancer.
The evidence is:  There was also no significant effect of vitamin C on total cancer (active and placebo vitamin C groups, 17.6 and 17.5 events per 1000 person-years; HR, 1.01; 95% CI, 0.92-1.10; P = .86) or prostate cancer (active and placebo vitamin C groups, 9.4 and 9.2 cases per 1000 person-years; HR, 1.02; 95% CI, 0.90-1.15; P = .80).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 82.22 %
vsmcs  not found in model.
The claim is:  KLF4 is necessary for VSMCs to gain genetic characteristics of other cell types within atherosclerotic lesions.
The evidence is:  Our findings indicate that the contribution of SMCs to atherosclerotic plaques has been greatly underestimated, and that KLF4-dependent transitions in SMC phenotype are critical in lesion pathogenesis.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 76.8 %
The claim is:  Treatment with a protein named FN impairs regenerative abilities of aged muscles.
The evidence is:  Deletion of the gene encoding FN from young regenerating muscles replicates the aging phenotype and leads to a loss of MuSC numbers.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 78.29 %
The claim is:  siRNA knockdown of A20 slows tumor progression in an in vivo murine xenograft model.
The evidence is:  Inhibiting A20 expression by siRNAs in vitro reduced the growth rates of glioma cells and resulted in G1/S arrest and increased apoptosis.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 64.03 %
The claim is:  Patients with common epithelial cancers  are more likely to have an emergency event as their first hospital admission if they live in resource-deprived areas.
The evidence is:  For example, 67.4% (3529/5237) of patients in the most deprived fifth of deprivation had anterior resection for rectal cancer compared with 75.5% (4497/5959) of patients in the least deprived fifth (1.34, 1.22 to 1.47).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 84.37 %
ernas  not found in model.
The claim is:  Binding of p53 to enhancer regions (p53BERs) regulates the activity of p53 transcription and cell cycle arrest through the production of p53-dependent eRNAs.
The evidence is:  Moreover, eRNA production from p53BERs is required for efficient p53 transcription enhancement.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 81.23 %
infectiveness  not found in model.
The claim is:  ART has no effect on the infectiveness of HIV-positive people.
The evidence is:  For a scenario in which 80% of HIV-infected individuals start treatment on average 1 y after their CD4 count drops below 350 cells/µl and 85% remain on treatment after 3 y, the models projected that HIV incidence would be 35% to 54% lower 8 y after the introduction of ART, compared to a counterfactual scenario in which there is no ART.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 85.74 %
The claim is:  Notch signaling occurs between tumor cells and stromal cells.
The evidence is:  We recently demonstrated that Notch signaling is involved in proliferation and survival of B cell-derived tumor cells of classic Hodgkin disease and described a novel mechanism for the oncogenic capacity of Notch.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 74.16 %
The claim is:  Piezo1 channels are sensors for cell migration in epithelial cells.
The evidence is:  We demonstrate that TFF1, but not TFF2 or TFF3, bind to and co-localize with Piezo1 in the cytoplasm in vitro.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 61.18 %
ripk  not found in model.
The claim is:  The NF-κB essential modulator gene prevents intestinal inflammation by inhibiting receptor-interacting protein (RIP) kinase 1 kinase activity-mediated epithelial cell death.
The evidence is:  Therefore, NEMO prevents intestinal inflammation by inhibiting RIPK1 kinase activity-mediated IEC death, suggesting that RIPK1 inhibitors could be effective in the treatment of colitis in patients with NEMO mutations and possibly in IBD.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 85.67 %
The claim is:  Diabetes remission occurs less in people treated with conventional therapy than in people treated with laparoscopic adjustable gastric banding surgery.
The evidence is:  CONCLUSIONS Participants randomized to surgical therapy were more likely to achieve remission of type 2 diabetes through greater weight loss.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 83.32 %
The claim is:  Cognitive behavioral therapy is an ineffective treatment for insomnia
The evidence is:  Participants in the CBT group spent much more time in slow-wave sleep (stages 3 and 4) compared with those in other groups, and spent less time awake during the night.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 53.49 %
The claim is:  Patients in stable partnerships have a slower progression from HIV to AIDS.
The evidence is:  CONCLUSIONS A stable partnership is associated with a slower rate of progression to AIDS or death in HIV infected patients receiving HAART.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 94.07 %
The claim is:  Including pharmacists in rounding teams does not alter the incidence of adverse drug events (ADEs).
The evidence is:  CONCLUSIONS The presence of a pharmacist on rounds as a full member of the patient care team in a medical ICU was associated with a substantially lower rate of ADEs caused by prescribing errors.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 83.97 %
The claim is:  Interleukin-18 plays an important role in the pathogenesis of atherosclerosis.
The evidence is:  Interruption of IL18 action reduces atherosclerosis in mice.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 61.57 %
gynandromorph  not found in model.
The claim is:  Cell autonomous sex determination in somatic cells occurs in Galliformes.
The evidence is:  These studies demonstrated that gynandromorph birds are genuine male:female chimaeras, and indicated that male and female avian somatic cells may have an inherent sex identity.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 81.95 %
The claim is:  Primary cervical cancer screening with HPV detection has lower longitudinal sensitivity than conventional cytology to detect cervical intraepithelial neoplasia grade 2.
The evidence is:  Furthermore, significantly more cases of CIN grade 2 or worse were detected in the intervention group than in the control group (267 of 19 999 vs 215 of 20,106; 1·25, 1·05-1·50; p=0·015).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 60.43 %
tnfaip  not found in model.
tnfalpha  not found in model.
gscs  not found in model.
The claim is:  TNFAIP3 is a glioblastoma tumor enhancer.
The evidence is:  Inhibiting A20 expression decreased GSC growth and survival through mechanisms associated with decreased cell-cycle progression and decreased phosphorylation of p65/RelA. Elevated levels of A20 in GSCs contributed to apoptotic resistance: GSCs were less susceptible to TNFalpha-induced cell death than matched non-stem glioma cells, but A20 knockdown sensitized GSCs to TNFalpha-mediated apoptosis.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 47.03 %
gliotransmission  not found in model.
ictal  not found in model.
The claim is:  Glial calcium waves influence seizures.
The evidence is:  Our data reveal that neurons engage astrocytes in a recurrent excitatory loop (possibly involving gliotransmission) that promotes seizure ignition and sustains the ictal discharge.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 71.41 %
The claim is:  Amitriptyline is an effective treatment for chronic tension-type headaches.
The evidence is:  The tricyclic antidepressant, amitriptyline, is an effective drug for the treatment of chronic tension-type headache and for other chronic pain syndromes, but it is also effective in the prophylaxis of an episodic type of headache such as migraine.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 93.03 %
The claim is:  Improvements in OER catalysts show stable activity over several hundred hours.
The evidence is:  The catalyst shows no evidence of degradation after more than 500 hours of operation.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 87.14 %
The claim is:  Incidence of 10/66 dementia is higher than the incidence of DSM-IV dementia.
The evidence is:  Incidence for 10/66 dementia varied between 18·2 and 30·4 per 1000 person-years, and were 1·4-2·7 times higher than were those for DSM-IV dementia (9·9-15·7 per 1000 person-years).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 81.98 %
episcs  not found in model.
The claim is:  In a naive state, blocking Wingless-Int-1 secretion from mouse embryonic stem cells inhibits self-renewal of the mouse embryonic stem cells.
The evidence is:  We show here that paracrine and autocrine Wnt signals are essential self-renewal factors for ESCs, and are required to inhibit their differentiation into EpiSCs.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 73.82 %
The claim is:  Pro-inflammatory cytokines are up regulated during tumor development.
The evidence is:  However, it was significantly higher in NSCLC patients compared with controls (44.1 +/- 64.3 and 15.1 +/-
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 61.74 %
krt  not found in model.
inducibly  not found in model.
The claim is:  KRT17 modulates the expression of the transcriptional regulator AIRE in diseased epithelia.
The evidence is:  We report that autoimmune regulator (Aire), a transcriptional regulator, is inducibly expressed in human and mouse tumor keratinocytes in a K17-dependent manner and is required for timely onset of Gli2-induced skin tumorigenesis in mice.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 61.24 %
coatmer  not found in model.
The claim is:  COPI coatmer is involved in lipid homeostasis.
The evidence is:  Those include the vesicle-mediated Coat Protein Complex I (COPI) transport complex, which is required for limiting lipid storage.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 70.74 %
mical  not found in model.
plasmamembrane  not found in model.
sarcomeric  not found in model.
The claim is:  MICAL redox enzymes regulate actin dynamics in many cell types.
The evidence is:  Instead of being integrated into a regular sarcomeric pattern, actin and myosin filaments are disorganized and accumulate beneath the plasmamembrane.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 74.33 %
glycaemic  not found in model.
The claim is:  Medications to treat obesity have unwanted side effects.
The evidence is:  Orlistat reduced the incidence of diabetes and improved concentrations of total cholesterol and low density lipoprotein cholesterol, blood pressure, and glycaemic control in patients with diabetes but increased rates of gastrointestinal side effects and slightly lowered concentrations of high density lipoprotein.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 80.01 %
tirasemtiv  not found in model.
sensitizes  not found in model.
The claim is:  Tirasemtiv targets fast-twitch muscle.
The evidence is:  Binding selectively to the fast-skeletal-troponin complex, CK-2017357 slows the rate of calcium release from troponin C and sensitizes muscle to calcium.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 73.64 %
The claim is:  Helicobacter pylori-induced aberrant NF-kB-dependent expression of activation-induced cytidine deaminase contributes to the mutagenesis of host DNA.
The evidence is:  Our findings provide evidence that aberrant AID expression caused by H. pylori infection might be a mechanism of mutation accumulation in the gastric mucosa during H. pylori–associated gastric carcinogenesis.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 74.06 %
The claim is:  The risk of female prisoners harming themselves is ten times that of male prisoners.
The evidence is:  FINDINGS 139,195 self-harm incidents were recorded in 26,510 individual prisoners between 2004 and 2009; 5-6% of male prisoners and 20-24% of female inmates self-harmed every year.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 93.48 %
pdpn  not found in model.
pdpn  not found in model.
The claim is:  The PDPN gene deactivates the C-type lectin receptor (CLEC-2).
The evidence is:  Thus, activation of CLEC-2 by PDPN rearranges the actin cytoskeleton in DCs to promote efficient motility along stromal surfaces.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 52.47 %
eilv  not found in model.
chikv  not found in model.
eilv  not found in model.
The claim is:  Eilat virus (EILV) produced in mosquitos elicits rapid and long-lasting neutralizing antibodies in nonhuman primates.
The evidence is:  A single dose of EILV/CHIKV produced in mosquito cells elicited rapid (within 4 d) and long-lasting (>290 d) neutralizing antibodies that provided complete protection in two different mouse models.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 79.87 %
mtrna  not found in model.
nucleoids  not found in model.
grsf  not found in model.
colocalize  not found in model.
The claim is:  Post-transcriptional handling of mitochondrial transcripts occurs in mitochondrial RNA granules.
The evidence is:  We show here that GRSF1, previously implicated in the binding and selective translation of influenza mRNAs, is targeted to mitochondria where it forms granules that colocalize with foci of newly synthesized mtRNA next to mitochondrial nucleoids.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 79.69 %
The claim is:  Birth-weight is negatively associated with breast cancer.
The evidence is:  CONCLUSION Our findings provide some support for the hypothesis that in utero exposures reflective of higher endogenous hormone levels could affect risk for development of breast cancer in adulthood.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 83.91 %
The claim is:  An M2-like phenotype in brown adipose tissue macrophages is quickly induced by cold exposure.
The evidence is:  Exposure to cold temperature rapidly promoted alternative activation of adipose tissue macrophages, which secrete catecholamines to induce thermogenic gene expression in brown adipose tissue and lipolysis in white adipose tissue.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 91.89 %
tumorigenic  not found in model.
gscs  not found in model.
The claim is:  siRNA knockdown of A20 accelerates tumor progression in an in vivo murine xenograft model.
The evidence is:  The tumorigenic potential of GSCs was decreased with A20 targeting, resulting in increased survival of mice bearing human glioma xenografts.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 48.92 %
hypoadiponectinemia  not found in model.
The claim is:  Lack of FGF21 in mice leads to atherosclerotic plaque formation.
The evidence is:  FGF21 deficiency causes a marked exacerbation of atherosclerotic plaque formation and premature death in apolipoprotein E(-/-) mice, which is accompanied by hypoadiponectinemia and severe hypercholesterolemia.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 85.31 %
chenodeoxycholic  not found in model.
cdca  not found in model.
The claim is:  Chenodeoxycholic acid treatment increases brown adipose tissue activity.
The evidence is:  Treatment of 12 healthy female subjects with CDCA for 2 days resulted in increased BAT activity.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 77.58 %
kruppel  not found in model.
The claim is:  Klf4 is important for proper myeloid cell differentiation.
The evidence is:  Several members of the Kruppel-like factor (KLF) family of transcription factors play important roles in differentiation, survival, and trafficking of blood and immune cell types.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 76.81 %
The claim is:  Angiotensin converting enzyme inhibitors are associated with decreased risk for functional renal insufficiency.
The evidence is:  Although ACE inhibitor therapy usually improves renal blood flow (RBF) and sodium excretion rates in CHF and reduces the rate of progressive renal injury in chronic renal disease, its use can also be associated with a syndrome of “functional renal insufficiency” and/or hyperkalemia.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 82.29 %
The claim is:  Pharmacist attendance at ward rounds reduces adverse events in wards.
The evidence is:  CONCLUSIONS The presence of a pharmacist on rounds as a full member of the patient care team in a medical ICU was associated with a substantially lower rate of ADEs caused by prescribing errors.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 81.03 %
The claim is:  Cognitive behavioral therapy is an ineffective treatment for insomnia
The evidence is:  Participants receiving CBT improved their sleep efficiency from 81.4% at pretreatment to 90.1% at 6-month follow-up compared with a decrease from 82.3% to 81.9% in the zopiclone group.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 64.83 %
alri  not found in model.
The claim is:  There was an estimated 30 million cases of pneumonia in young children worldwide in 2010.
The evidence is:  FINDINGS We identified 89 eligible studies and estimated that in 2010, 11·9 million (95% CI 10·3-13·9 million) episodes of severe and 3·0 million (2·1-4·2 million) episodes of very severe ALRI resulted in hospital admissions in young children worldwide.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 91.86 %
The claim is:  Increased LDL receptors plays a role in the reduction of plasma Lp(a).
The evidence is:  The fall in LDL-apoB was caused by an 80.4% increase in LDL-apoB FCR and a 23.9% reduction in LDL-apoB PR.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 74.45 %
The claim is:  Birth-weight is negatively associated with breast cancer.
The evidence is:  Relative to women who weighed 3.000-3.499 kg, the risk was 0.96 (CI 0.80-1.16) in those who weighed < 2.500 kg, and 1.12 (95% CI 1.00-1.25) in those who weighed > or = 4.000 kg (p for linear trend = 0.001) in birth record data.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 71.16 %
lrh  not found in model.
The claim is:  NR5A2 does not play a role in development of endometrial tissues.
The evidence is:  To study the effects of Lrh-1 on mouse gestation, we genetically disrupted its expression in the corpus luteum, resulting in luteal insufficiency.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 61.01 %
The claim is:  Genes involved in pre-mRNA splicing have a significant impact on genome stability.
The evidence is:  We demonstrate a widespread role for mRNA-processing factors in preventing DNA damage, which in some cases is caused by aberrant RNA-DNA structures.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 88.28 %
citrullinated  not found in model.
deiminated  not found in model.
citrullinated  not found in model.
The claim is:  Citrullinated proteins externalized in neutrophil extracellular traps act indirectly to disrupt the inflammatory cycle.
The evidence is:  Deiminated proteins are target of anti-citrullinated peptides antibodies (ACPA) in rheumatoid arthritis (RA).   

Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 64.6 %
semaglutide  not found in model.
semaglutide  not found in model.
The claim is:  The most prevalent adverse events to Semaglutide are gastrointestinal.
The evidence is:  Adverse events were reported by 63% to 86% (371 of 490 patients) in the oral semaglutide groups, 81% (56 of 69 patients) in the subcutaneous semaglutide group, and 68% (48 of 71 patients) in the placebo group; mild to moderate gastrointestinal events were most common.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 80.05 %
The claim is:  Amitriptyline is an effective treatment for chronic tension-type headaches.
The evidence is:  A reduction in headache duration and frequency of at least 50% was found in 39.4% on AO, in 25.4% on AM and in 26.6% on PL (PAO-PL = .1384, PAM-PL = 1.000, PAO-AM = .0973).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 70.37 %
peroxynitrite  not found in model.
peroxynitrite  not found in model.
mdscs  not found in model.
hyperproduction  not found in model.
The claim is:  Peroxynitrite is required for induction of T cell tolerance.
The evidence is:  Nitration of TCR-CD8 is induced by MDSCs through hyperproduction of reactive oxygen species and peroxynitrite during direct cell-cell contact.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 75.88 %
srebp  not found in model.
neointima  not found in model.
The claim is:  Fibroblast growth factor 21 protects against atherosclerosis by modulating adiponectin and SREBP2 levels.
The evidence is:  Replenishment of FGF21 protects against atherosclerosis in apolipoprotein E(-/-)mice via 2 independent mechanisms, inducing the adipocyte production of adiponectin, which in turn acts on the blood vessels to inhibit neointima formation and macrophage inflammation, and suppressing the hepatic expression of the transcription factor sterol regulatory element-binding protein-2, thereby leading to reduced cholesterol synthesis and attenuation of hypercholesterolemia.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 80.39 %
mical  not found in model.
micals  not found in model.
The claim is:  MICAL redox enzymes regulate actin dynamics.
The evidence is:  In this study we show that in non-neural cells human MICALs are required for normal actin organization, and all three MICALs regulate actin stress fibers.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 57.54 %
The claim is:  Myelin sheaths play a role in action potential propagation.
The evidence is:  We report a newly developed technique for high-resolution in vivo imaging of myelinated axons in the brain, spinal cord and peripheral nerve that requires no fluorescent labeling.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 66.76 %
The claim is:  The risk of female prisoners harming themselves is ten times that of male prisoners.
The evidence is:  Self-harm rates were more than ten times higher in female prisoners than in male inmates.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 95.57 %
antinflammatory  not found in model.
nonregular  not found in model.
The claim is:  Nonsteroidal antinflammatory drugs show potential anticancer indications.
The evidence is:  RESULTS Regular use of aspirin and/or NSAIDs was associated with lower risk of colorectal cancer (prevalence, 28% vs 38%; odds ratio [OR], 0.69 [95% CI, 0.64-0.74]; P = 6.2 × 10(-28)) compared with nonregular use.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 64.01 %
The claim is:  Integrated care is successful at tackling multiple comorbidities.
The evidence is:  CONCLUSIONS Integrated care that covers chronic physical disease and comorbid depression can reduce social role disability and enhance global quality of life.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 83.25 %
aldh  not found in model.
aldh  not found in model.
immunostaining  not found in model.
The claim is:  ALDH1 expression is associated with poorer prognosis for breast cancer primary tumors.
The evidence is:  In a series of 577 breast carcinomas, expression of ALDH1 detected by immunostaining correlated with poor prognosis.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 90.7 %
The claim is:  MEK inhibitors are effective treatments in RAS-driven mouse models of cancer.
The evidence is:  However, when NVP-BEZ235 was combined with a mitogen-activated protein kinase kinase (MEK) inhibitor, ARRY-142886, there was marked synergy in shrinking these Kras-mutant cancers.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 68.88 %
proopiomelanocortin  not found in model.
The claim is:  Energy balance requires hypothalamic glutamate neurotransmission.
The evidence is:  We found that basal and glucose-stimulated electrical activity of hypothalamic proopiomelanocortin (POMC) neurons in mice were altered in the offspring of mothers fed a high-fat diet.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 67.2 %
The claim is:  Neutrophils produce IL-1β in response to large particles.
The evidence is:  In contrast, large microbes triggered ROS extracellularly, amplifying IL-1β expression to recruit numerous neutrophils forming cooperative clusters.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 87.05 %
The claim is:  Egr3 regulates the homeostasis of B and T cells.
The evidence is:  Here, we report that deletion of both transcription factors Egr2 and Egr3 in lymphocytes resulted in a lethal autoimmune syndrome with excessive serum proinflammatory cytokines but also impaired antigen receptor-induced proliferation of B and T cells.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 76.9 %
The claim is:  Walking in traffic areas in London did not improve lung function in elderly adults.
The evidence is:  INTERPRETATION Short-term exposure to traffic pollution prevents the beneficial cardiopulmonary effects of walking in people with COPD, ischaemic heart disease, and those free from chronic cardiopulmonary diseases.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 85.06 %
The claim is:  Egr3 regulates the homeostasis of B and T cells.
The evidence is:  Thus, Egr2 and Egr3 regulate B and T cell function in adaptive immune responses and homeostasis by promoting antigen receptor signaling and controlling inflammation.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 83.59 %
The claim is:  A T helper 2 cell (Th2) environment impedes disease development in patients with systemic lupus erythematosus (SLE).
The evidence is:  Individuals with SLE also have elevated serum IgE, self-reactive IgEs and activated basophils that express CD62 ligand (CD62L) and the major histocompatibility complex (MHC) class II molecule human leukocyte antigen-DR (HLA-DR), parameters that are associated with increased disease activity and active lupus nephritis.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 75.35 %
The claim is:  A diminished ovarian reserve does not solely indicate infertility in an a priori non-infertile population.
The evidence is:  Women with high urinary FSH values (>11.5 mIU/mg creatinine [n = 69]) did not have a significantly different predicted probability of conceiving after 6 cycles of attempt (61%; 95% CI, 46%-74%) compared with women (n = 660) with normal values (62%; 95% CI, 58%-66%) or after 12 cycles of attempt (70% [95% CI, 54%-80%] vs 76% [95% CI, 72%-80%], respectively).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 66.89 %
tmem  not found in model.
The claim is:  TMEM27 is a marker for beta cells.
The evidence is:  This cleavage process is beta cell specific and does not occur in other cell types.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 78.9 %
The claim is:  Ambulatory blood pressure monitoring is inaccurate at diagnosing hypertension.
The evidence is:  Ambulatory monitoring before the start of lifelong drug treatment might lead to more appropriate targeting of treatment, particularly around the diagnostic threshold.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 75.04 %
The claim is:  76-85% of people with severe mental disorder receive no treatment in low and middle income countries.
The evidence is:  Although disorder severity was correlated with probability of treatment in almost all countries, 35.5% to 50.3% of serious cases in developed countries and 76.3% to 85.4% in less-developed countries received no treatment in the 12 months before the interview.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 91.56 %
The claim is:  Prescribed exercise training improves quality of life.
The evidence is:  CONCLUSIONS Exercise training conferred modest but statistically significant improvements in self-reported health status compared with usual care without training.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 84.32 %
The claim is:  HbA1c consistently overestimates glycemic control in black individuals with Sickle cell trait (SCT).
The evidence is:  The prevalence of prediabetes and diabetes was statistically significantly lower among participants with SCT when defined using HbA1c values (29.2% vs 48.6% for prediabetes and 3.8% vs 7.3% for diabetes in 572 observations from participants with SCT and 6877 observations from participants without SCT; P<.001 for both comparisons).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 77.33 %
The claim is:  Incidence of sepsis has fallen substantially from 2009 to 2014.
The evidence is:  From 2009-2014, sepsis incidence using clinical criteria was stable (+0.6% relative change/y [95% CI, −2.3% to 3.5%], P = .67) whereas incidence per claims increased (+10.3%/y [95% CI, 7.2% to 13.3%], P < .001).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 69.37 %
embryoid  not found in model.
immunodeficient  not found in model.
The claim is:  Human embryonic stem cells give rise to cell types from the outer embryonic germ layer, but not the other two layers.
The evidence is:  The SCNT-hES-1 cells displayed typical ES cell morphology and cell surface markers and were capable of differentiating into embryoid bodies in vitro and of forming teratomas in vivo containing cell derivatives from all three embryonic germ layers in severe combined immunodeficient mice.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 91.48 %
The claim is:  Antimicrobial agents are more effective due to the pressure of antimicrobial usage.
The evidence is:  Overusing antibiotics is not the only cause and reducing use is not the only solution   W arning signs of antimicrobial resistance, chinks in the antimicrobial armour, began to appear in the middle of the last century, and by the 1990s various reports had signalled the dangers of excessive or inappropriate use of antibiotics in clinical medicine and of the use of antibiotics in animal feed as growth promoters.1–3 Overuse of antimicrobials emerged as the main culprit, and reducing their use was seen as the answer.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 87.29 %
The claim is:  Sepsis related mortality has remained stable between 2009-2014.
The evidence is:  In-hospital mortality using clinical criteria declined (−3.3%/y [95% CI, −5.6% to −1.0%], P = .004), but there was no significant change in the combined outcome of death or discharge to hospice (−1.3%/y [95% CI, −3.2% to 0.6%], P = .19).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 77.92 %
citrullinated  not found in model.
citrullinated  not found in model.
The claim is:  Citrullinated proteins externalized in neutrophil extracellular traps act indirectly to disrupt the inflammatory cycle.
The evidence is:  CONCLUSIONS Citrullinated H4 from activated neutrophils and NETs is a target of antibodies in RA, and synthetic citrullinated H4-derived peptides are a new substrate for ACPA detection.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 67.4 %
ihps  not found in model.
The claim is:  There is a relation between Erythromycin use and hypertrophic pyloric stenosis.
The evidence is:  Maternal use of macrolides during the first two weeks after birth was also associated with an increased risk of IHPS.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 26.28 %
The claim is:  Women are more susceptible to death due to pneumonia when compared to men.
The evidence is:  CONCLUSIONS Although gender may not be predictive of mortality among all infections, women appear to be at increased risk for death from hospital-acquired pneumonia, even after controlling for other comorbidities.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 90.89 %
nonteaching  not found in model.
The claim is:  Risk-adjusted mortality rates are similar in teaching and non-teaching hospitals.
The evidence is:  Synthesis of the available adjusted estimates on mortality yielded a summary relative risk of 0.96 (95% confidence interval [CI], 0.93–1.00) for teaching versus nonteaching healthcare structures and 1.04 (95% CI, 0.99–1.10) for minor teaching versus nonteaching ones.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 88.7 %
myofibroblasts  not found in model.
The claim is:  AMP-activated protein kinase (AMPK) activation reduces inflammation-related fibrosis in the lungs.
The evidence is:  These studies implicate deficient AMPK activation in non-resolving, pathologic fibrotic processes, and support a role for metformin (or other AMPK activators) to reverse established fibrosis by facilitating deactivation and apoptosis of myofibroblasts.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 72.75 %
The claim is:  Egr2 regulates the homeostasis of B and T cells.
The evidence is:  Thus, Egr2 and Egr3 regulate B and T cell function in adaptive immune responses and homeostasis by promoting antigen receptor signaling and controlling inflammation.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 83.59 %
The claim is:  Taxation of sugar-sweetened beverages reduced the incidence rate of type II diabetes in India.
The evidence is:  The 20% SSB tax was anticipated to reduce overweight and obesity prevalence by 3.0% (95% CI 1.6%-5.9%) and type 2 diabetes incidence by 1.6% (95% CI 1.2%-1.9%) among various Indian subpopulations over the period 2014-2023, if SSB consumption continued to increase linearly in accordance with secular trends.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 85.21 %
The claim is:  Antidepressants reduce the severity of migraines.
The evidence is:  Tricyclics significantly reduced the number of days with tension-type headache and number of headache attacks from migraine than placebo (average standardised mean difference -1.29, 95% confidence interval -2.18 to -0.39 and -0.70, -0.93 to -0.48) but not compared with selective serotonin reuptake inhibitors (-0.80, -2.63 to 0.02 and -0.20, -0.60 to 0.19).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 71.98 %
The claim is:  Mice lacking Sirt1 in Sf1-expressing neurons are immune to diet-induced obesity and insulin resistance.
The evidence is:  Also, mutant mice have increased susceptibility to developing dietary T2DM due to insulin resistance in skeletal muscle.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 87.43 %
ernas  not found in model.
ernas  not found in model.
The claim is:  Binding of p53 to enhancer regions (p53BERs) regulates the activity of p53 transcription and cell cycle arrest through the production of p53-dependent eRNAs.
The evidence is:  Furthermore, p53BERs produce, in a p53-dependent manner, enhancer RNAs (eRNAs) that are required for efficient transcriptional enhancement of interacting target genes and induction of a p53-dependent cell-cycle arrest.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 90.78 %
remobilizes  not found in model.
The claim is:  Treatment with a protein named FN impairs regenerative abilities of aged muscles.
The evidence is:  Reconstitution of FN levels in the aged niche remobilizes stem cells and restores youth-like muscle regeneration.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 80.9 %
The claim is:  Ambulatory blood pressure monitoring is inaccurate at diagnosing hypertension.
The evidence is:  INTERPRETATION Ambulatory monitoring as a diagnostic strategy for hypertension after an initial raised reading in the clinic would reduce misdiagnosis and save costs.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 76.06 %
The claim is:  32% of liver transplantation programs required patients to discontinue methadone treatment in 2001.
The evidence is:  Policies requiring discontinuation of methadone in 32% of all programs contradict the evidence base for efficacy of long-term replacement therapies and potentially result in relapse of previously stable patients.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 81.42 %
The claim is:  Interleukin-18 plays an important role in the pathogenesis of atherosclerosis.
The evidence is:  In Apoe−/− mice, combined deficiency of IL18r and NCC, but not single deficiency of either protein, protects mice from atherosclerosis.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 61.23 %
eilv  not found in model.
eilv  not found in model.
telemetrically  not found in model.
chikv  not found in model.
The claim is:  Eilat virus (EILV) produced in mosquitos elicits rapid and long-lasting neutralizing antibodies in nonhuman primates.
The evidence is:  In nonhuman primates, EILV/CHIKV elicited rapid and robust immunity that protected against viremia and telemetrically monitored fever.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 76.9 %
The claim is:  Type 1 Diabetes is associated with subtle perturbations in T reg development.
The evidence is:  Furthermore, we have associated IL2RA T1D susceptibility genotypes with lower circulating levels of the biomarker, soluble IL-2RA (P = 6.28 × 10−28), suggesting that an inherited lower immune responsiveness predisposes to T1D.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 78.28 %
The claim is:  Normal granulomas form in the presence of TNF in Zebrafish.
The evidence is:  In the absence of TNF, intracellular bacterial growth and granuloma formation were accelerated and was followed by necrotic death of overladen macrophages and granuloma breakdown.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 76.09 %
neuroinflammation  not found in model.
The claim is:  Microglia are an innate immune cell type of the central nervous system.
The evidence is:  Here, we develop a conceptual framework for functions of microglia beyond neuroinflammation and discuss the rich repertoire of signaling and communication motifs in microglia that are critical both in pathology and for the normal physiology of the CNS.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 77.86 %
sarco  not found in model.
The claim is:  Ca2+ cycling is a UCP1-dependent thermogenic mechanism.
The evidence is:  Here we report a robust UCP1-independent thermogenic mechanism in beige fat that involves enhanced ATP-dependent Ca2+ cycling by sarco/endoplasmic reticulum Ca2+-ATPase 2b (SERCA2b) and ryanodine receptor 2 (RyR2).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 70.52 %
The claim is:  Diabetes remission occurs more in people treated with conventional therapy than in people treated with laparoscopic adjustable gastric banding surgery.
The evidence is:  CONCLUSIONS Participants randomized to surgical therapy were more likely to achieve remission of type 2 diabetes through greater weight loss.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 80.25 %
The claim is:  Monoclonal antibody targeting of N-cadherin inhibits castration resistance.
The evidence is:  N-cadherin–specific antibodies markedly delayed the time to emergence of castration resistance, markedly affected tumor histology and angiogenesis, and reduced both AKT serine-threonine kinase activity and serum interleukin-8 (IL-8) secretion.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 78.39 %
autoreactive  not found in model.
The claim is:  Basophils promote disease development in patients with systemic lupus erythematosus (SLE).
The evidence is:  We report that activation of basophils by autoreactive IgE causes their homing to lymph nodes, promoting T helper type 2 (T(H)2) cell differentiation and enhancing the production of self-reactive antibodies that cause lupus-like nephritis in mice lacking the Src family protein tyrosine kinase Lyn (Lyn(-/-) mice).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 65.97 %
The claim is:  Dexamethasone increases risk of postoperative bleeding.
The evidence is:  Dexamethasone, 0.5 mg/kg, was associated with the highest bleeding risk (adjusted relative risk, 6.80; 95% CI, 1.77-16.5).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 70.66 %
The claim is:  Egr3 regulates the homeostasis of B and T cells.
The evidence is:  We discovered that Egr2 and/or Egr3 directly induced expression of suppressor of cytokine signaling-1 (SOCS1) and SOCS3, inhibitors of STAT1 and STAT3, and also blocked the function of Batf, an AP-1 inhibitor, in B and T cells.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 74.4 %
The claim is:  The generation of reactive oxygen species by activated oncogenes contributes to the increased genomic instability of leukaemia cells.
The evidence is:  The oncogenic BCR/ABL tyrosine kinase induces constitutive DNA damage in Philadelphia chromosome (Ph)-positive leukemia cells.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 75.58 %
The claim is:  Cancers that initially benefit from epidermal growth factor receptor targeted therapies later become refractory through several mechanisms.
The evidence is:  All patients with metastatic lung, colorectal, pancreatic or head and neck cancers who initially benefit from epidermal growth factor receptor (EGFR)-targeted therapies eventually develop resistance.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 91.05 %
The claim is:  Repressing IL-18 has negative effects on atherosclerotic lesion composition and progression.
The evidence is:  Interestingly, significantly higher levels of IL-18 mRNA were found in symptomatic (unstable) plaques than asymptomatic (stable) plaques (P<0.01).   

Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 68.69 %
pyroptosis  not found in model.
francisella  not found in model.
The claim is:  Active caspase-11 protein promotes pyroptosis.
The evidence is:  Here, we demonstrated that caspase-11 was dispensable for caspase-1 activation in response to Legionella, Salmonella, Francisella, and Listeria.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 56.54 %
The claim is:  Integrated care is successful at tackling multiple comorbidities.
The evidence is:  There was a trend toward greater improvement in disabilities in activities of daily living (-1.5, -3.3 to 0.4; P = 0.10).   

Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 69.9 %
hescs  not found in model.
The claim is:  Stiff substrates encourage mesodermal differentiation by degrading beta-catenin in an integrin-dependent manner.
The evidence is:  By contrast, on a stiff hydrogel matrix, hESCs show elevated integrin-dependent GSK3 and Src activity that promotes β-catenin degradation and inhibits differentiation.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 79.88 %
tocopheryl  not found in model.
The claim is:  Taking 400mg of α-tocopheryl acetate does not prevent prostate cancer.
The evidence is:  Compared with placebo, vitamin E had no effect on the incidence of prostate cancer (active and placebo vitamin E groups, 9.1 and 9.5 events per 1000 person-years; hazard ratio [HR], 0.97; 95% confidence interval [CI], 0.85-1.09; P = .58) or total cancer (active and placebo vitamin E groups, 17.8 and 17.3 cases per 1000 person-years; HR, 1.04; 95% CI, 0.95-1.13; P = .41).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 73.49 %
The claim is:  Systemic immunosuppressive (IS) therapy increases the chance of cancer mortality in patients with inflammatory eye disease (IED)
The evidence is:  CONCLUSIONS Most commonly used immunosuppressive drugs do not seem to increase overall or cancer mortality.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 86.04 %
The claim is:  Activation of PPM1D enhances p53 function.
The evidence is:  PPM1D mutations were truncating alterations in exon 6 that enhanced the ability of PPM1D to suppress the activation of the DNA damage response checkpoint protein CHK2.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 72.03 %
The claim is:  A diminished ovarian reserve is a very strong indicator of infertility, even in an a priori non-infertile population.
The evidence is:  After adjusting for age, body mass index, race, current smoking status, and recent hormonal contraceptive use, women with low AMH values (<0.7 ng/mL [n = 84]) did not have a significantly different predicted probability of conceiving by 6 cycles of attempt (65%; 95% CI, 50%-75%) compared with women (n = 579) with normal values (62%; 95% CI, 57%-66%) or by 12 cycles of attempt (84% [95% CI, 70%-91%] vs 75% [95% CI, 70%-79%], respectively).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 81.26 %
The claim is:  Allogeneic mechanical circulatory support is not as effective as autologous mechanical circulatory support for treating acute myocardial infarction.
The evidence is:  Allogeneic and autologous MSCs reduced mean EED by −33.21% (95% CI, −43.61% to −22.81%; P < .001) and sphericity index but did not increase EF.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 41.54 %
mtecs  not found in model.
The claim is:  RANK-RANKL pathway signalling is linked to development of Aire-expressing medullary thymic epithelial cells.
The evidence is:  Here we showed that emergence of the first cohorts of Aire(+) mTECs at this key developmental stage, prior to αβ T cell repertoire selection, was jointly directed by Rankl(+) lymphoid tissue inducer cells and invariant Vγ5(+) dendritic epidermal T cell (DETC) progenitors that are the first thymocytes to express the products of gene rearrangement.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 78.84 %
bmal  not found in model.
The claim is:  Rhythmic expression of Cry1 translates directly into a circadian regulation of cAMP signaling in hepatic glucose metabolism.
The evidence is:  Circadian control of gene expression is achieved by two transcriptional activators, Clock and Bmal1, which stimulate cryptochrome (Cry1 and Cry2) and Period (Per1, Per2 and Per3) repressors that feed back on Clock-Bmal1 activity.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 82.51 %
The claim is:  The latent infection of myeloid cells with human cytomegalovirus induces a number of changes in gene expression.
The evidence is:  Microarray-based studies of HCMV have provided useful information about genes that are transcriptionally active during both productive and latent phases of infection.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 80.48 %
The claim is:  Sympathetic nerve activity is reduced throughout normal pregnancy.
The evidence is:  Pregnant women had elevated baseline sympathetic burst incidence (43 ± 2 vs. 33 ± 2 bursts/100 heart beats, P = 0.01) and total sympathetic activity (1,811 ± 148 vs. 1,140 ± 55 au, P < 0.01) relative to controls.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 80.76 %
nonpregnant  not found in model.
The claim is:  Sympathetic nerve activity is elevated throughout normal pregnancy.
The evidence is:  The findings suggest that the moderate sympathetic hyperactivity during the latter months of normal pregnancy may help to return the arterial pressure to nonpregnant levels, although when the increase in activity is excessive, hypertension may ensue.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 86.74 %
wbrt  not found in model.
The claim is:  Whole brain radiotherapy increases the occurrence of new brain metastases.
The evidence is:  The 12-month brain tumor recurrence rate was 46.8% in the WBRT + SRS group and 76.4% for SRS alone group (P<.001).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 81.12 %
The claim is:  Scapular stabilizer exercises are more effective than general exercise therapy in reducing pain and improving function of the shoulder.
The evidence is:  There was a significantly greater improvement in the Constant-Murley score in the specific exercise group than in the control exercise group (24 points (95% confidence interval 19 to 28.0) v 9 points (5 to 13); mean difference between group: 15 points (8.5 to 20.6)).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 76.81 %
The claim is:  Varying expression levels of EBI2 affect the positioning and migration of B cells.
The evidence is:  A few subsequently published studies further elucidated how 7α, 25-OHC bound to EBI2, and how a gradient of 7α, 25-OHC could be generated in vivo and regulated migration, activation, and functions of B cells, T cells, dendritic cells (DCs), monocytes/macrophages, and astrocytes.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 82.42 %
The claim is:  Inhibiting focal adhesion formation enables cells to convert mechanical strain into eventual scarring.
The evidence is:  Fibroblast-specific FAK knockout mice have substantially less inflammation and fibrosis than control mice in a model of hypertrophic scar formation.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 85.63 %
The claim is:  In rhesus macaques, daily subcutaneous injections of tenofovir protects against rectally transmitted simian-human immunodeficiency virus.
The evidence is:  All six macaques in group 3 were protected.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 39.34 %
coinfections  not found in model.
The claim is:  Helminths interfere with immune system control of coinfections by microbial pathogens 16.
The evidence is:  The Th2 response can thus enhance the intracellular persistence of Mtb, in part by mediating the alternative activation of macrophages via the IL-4Rα signaling pathway.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 62.68 %
hemoperfusion  not found in model.
The claim is:  Charcoal is an effective treatment for acute paraquat poisoning.
The evidence is:  Activated charcoal hemoperfusion had little effect on avoiding acute kidney injury in patients with severe PQ poisoning.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 83.46 %
crct  not found in model.
gprd  not found in model.
The claim is:  Cost effectiveness evaluations based on cRCT data accurately reflect prices for patients in actual clinical practice.
The evidence is:  The mean costs (for GPRD events) over calendar time were US$58k during 1990-1993 and US$174k during 2002-2005.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 76.05 %
apkcz  not found in model.
The claim is:  aPKCz causes tumour suppression by affecting glutamine metabolism.
The evidence is:  Interestingly, the loss of PKCζ in mice results in enhanced intestinal tumorigenesis and increased levels of these two metabolic enzymes, whereas patients with low levels of PKCζ have a poor prognosis.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 72.95 %
The claim is:  Amitriptyline is an effective treatment for chronic tension-type headaches.
The evidence is:  CONCLUSIONS Our results indicate that antidepressant medication and stress management therapy are each modestly effective in treating chronic tension-type headaches.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 90.61 %
monocytic  not found in model.
The claim is:  Klf4 is important for proper myeloid cell differentiation.
The evidence is:  The inflammation-selective effects of loss-of-KLF4 and the gain-of-KLF4-induced monocytic differentiation in HL60 cells identify KLF4 as a key regulator of monocytic differentiation and a potential target for translational immune modulation.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 76.84 %
foxk  not found in model.
foxk  not found in model.
The claim is:  Foxk2 regulates autophagy genes in muscle cells and fibroblast cells.
The evidence is:  Foxk1/2 specifically recruits Sin3A-HDAC complexes to restrict acetylation of histone H4 and expression of critical autophagy genes.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 70.85 %
The claim is:  A diminished ovarian reserve does not solely indicate infertility in an a priori non-infertile population.
The evidence is:  Women with high serum FSH values (>10 mIU/mL [n = 83]) did not have a significantly different predicted probability of conceiving after 6 cycles of attempt (63%; 95% CI, 50%-73%) compared with women (n = 654) with normal values (62%; 95% CI, 57%-66%) or after 12 cycles of attempt (82% [95% CI, 70%-89%] vs 75% [95% CI, 70%-78%], respectively).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 65.46 %
The claim is:  PKG-la plays an essential role in expression of spinal long term potentiation in PGK-la knockout mice.
The evidence is:  Patch clamp recordings showed that activity-induced LTP at identified synapses between nociceptors and spinal neurons projecting to the periaqueductal grey (PAG) was completely abolished in SNS-PKG-I(-/-) mice, although basal synaptic transmission was not affected.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 65.34 %
The claim is:  Individuals with Alzheimers who participate in six months of physical activity improve cognitive function for up to 18 months.
The evidence is:  RESULTS In an intent-to-treat analysis, participants in the intervention group improved 0.26 points (95% confidence interval, -0.89 to 0.54) and those in the usual care group deteriorated 1.04 points (95% confidence interval, 0.32 to 1.82) on the ADAS-Cog at the end of the intervention.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 87.9 %
The claim is:  Ly6C hi monocytes have a higher inflammatory capacity than Ly6C lo monocytes.
The evidence is:  Under inflammatory conditions elicited either by acute infection with Listeria monocytogenes or chronic infection with Leishmania major, there was a significant increase in immature Ly-6C(high) monocytes, resembling the inflammatory left shift of granulocytes.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 65.62 %
The claim is:  Human embryonic stem cells give rise to cell types from the outer embryonic germ layer, but not the other two layers.
The evidence is:  High-passage H9.1 and H9.2 cells both formed teratomas in SCID-beige mice that included differentiated derivatives of all three embryonic germ layers.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 91.4 %
The claim is:  The combination of physical examinations with C-reactive protein values do not improve the accuracy of radiographic verified pneumonia predictions.
The evidence is:  Addition of CRP at the optimal cut off of >30 mg/L increased the ROC area to 0.77 (0.73 to 0.81) and improved the diagnostic classification (net reclassification improvement 28%).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 79.87 %
catecholaminergic  not found in model.
The claim is:  Insulin effects appetite via ventral tegmental neurons.
The evidence is:  Taken together, these data provide in vivo evidence for a critical role of insulin signaling in catecholaminergic neurons to control food intake and energy homeostasis.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 68.48 %
surfactin  not found in model.
exopolymer  not found in model.
surfactin  not found in model.
The claim is:  Surfactin producing cells and exopolymer producing cells cooperate to generate "Van Gogh" bundles that have sliding abilities on specialized media.
The evidence is:  We propose that surfactin-producing cells reduce the friction between cells and their substrate, thereby facilitating matrix-producing cells to form bundles.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 77.56 %
tnfaip  not found in model.
tumorigenic  not found in model.
gscs  not found in model.
The claim is:  TNFAIP3 is a tumor enhancer in glioblastoma.
The evidence is:  The tumorigenic potential of GSCs was decreased with A20 targeting, resulting in increased survival of mice bearing human glioma xenografts.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 43.38 %
lncrnas  not found in model.
lincrna  not found in model.
The claim is:  Trans-acting factors, such as lncRNAs, influence mRNA translation.
The evidence is:  We propose that HuR controls translation of a subset of target mRNAs by influencing lincRNA-p21 levels.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 74.13 %
The claim is:  There is a positive correlation between hip fractures and statin use.
The evidence is:  CONCLUSIONS These findings support an association between statin use by elderly patients and reduction in the risk of hip fracture.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 82.86 %
hypoadiponectinemia  not found in model.
The claim is:  Lack of FGF21 in mice leads to reduced lifespan.
The evidence is:  FGF21 deficiency causes a marked exacerbation of atherosclerotic plaque formation and premature death in apolipoprotein E(-/-) mice, which is accompanied by hypoadiponectinemia and severe hypercholesterolemia.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 69.59 %
The claim is:  Excess gestational weight gain is associated with obesity-related pregnancy outcomes.
The evidence is:  Interventions were associated with a reduced the risk of pre-eclampsia (0.74, 0.60 to 0.92) and shoulder dystocia (0.39, 0.22 to 0.70), with no significant effect on other critically important outcomes.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 83.4 %
The claim is:  Human embryonic stem cells have the capacity to give rise to differentiated progeny representative of all three embryonic germ layers.
The evidence is:  Embryonic stem (ES) cell lines derived from human blastocysts have the developmental potential to form derivatives of all three embryonic germ layers even after prolonged culture.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 94.43 %
The claim is:  Klf4 is important for proper myeloid cell differentiation.
The evidence is:  Thus, our in vivo loss-of-function studies demonstrate that KLF4, previously shown to mediate proinflammatory signaling in human macrophages in vitro, is essential for differentiation of mouse inflammatory monocytes, and is involved in the differentiation of resident monocytes.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 79.93 %
The claim is:  Misunderstandings between doctors and patients can lead to non-adherence.
The evidence is:  They were all associated with potential or actual adverse outcomes such as non-adherence to treatment.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 82.28 %
roci  not found in model.
The claim is:  Elevated cell-free mitochondrial DNA levels are associated with mortality.
The evidence is:  In the BWH RoCI cohort, those with an elevated mtDNA level had an increased risk of death, even in analyses limited to patients with sepsis or acute respiratory distress syndrome.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 81.19 %
tirasemtiv  not found in model.
The claim is:  Tirasemtiv targets fast-twitch muscle.
The evidence is:  We developed a small-molecule fast-skeletal-troponin activator, CK-2017357, as a means to increase muscle strength by amplifying the response of muscle when neural input is otherwise diminished secondary to neuromuscular disease.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 77.67 %
The claim is:  Mitochondria play a major role in energy production.
The evidence is:  Mitochondria are the primary energy-generating system in most eukaryotic cells.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 74.67 %
endothelia  not found in model.
The claim is:  Gpr124 suppresses BBB breakdown in mouse models of ischemic stroke.
The evidence is:  Here Gpr124 conditional knockout (CKO) in the endothelia of adult mice did not affect homeostatic BBB integrity, but resulted in BBB disruption and microvascular hemorrhage in mouse models of both ischemic stroke and glioblastoma, accompanied by reduced cerebrovascular canonical Wnt–β-catenin signaling.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 83.57 %
The claim is:  Splenomegaly is observed in knockin mouse lacking the SHP-2 MAPK pathway.
The evidence is:  The SHP2 signal-deficient mice (gp130F759/F759 were born normal but displayed splenomegaly and lymphadenopathy and an enhanced acute phase reaction.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 54.73 %
The claim is:  GATA3 regulates self-renewal capacity in bone marrow hematopoietic stem cells.
The evidence is:  Therefore, GATA-3 is required for the maintenance of a normal number of LT-HSCs and for their entry into the cell cycle.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 65.4 %
The claim is:  A diminished ovarian reserve is a very strong indicator of infertility, even in an a priori non-infertile population.
The evidence is:  Women with high urinary FSH values (>11.5 mIU/mg creatinine [n = 69]) did not have a significantly different predicted probability of conceiving after 6 cycles of attempt (61%; 95% CI, 46%-74%) compared with women (n = 660) with normal values (62%; 95% CI, 58%-66%) or after 12 cycles of attempt (70% [95% CI, 54%-80%] vs 76% [95% CI, 72%-80%], respectively).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 73.44 %
citrullinated  not found in model.
netosis  not found in model.
autoantigens  not found in model.
citrullinated  not found in model.
The claim is:  Citrullinated proteins externalized in neutrophil extracellular traps act indirectly to perpetuate the inflammatory cycle via induction of autoantibodies.
The evidence is:  Indeed, during NETosis, neutrophils externalized the citrullinated autoantigens implicated in RA pathogenesis, and anti-citrullinated vimentin antibodies potently induced NET formation.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 75.15 %
tocopheryl  not found in model.
The claim is:  Taking 400mg of α-tocopheryl acetate in combination with vitamin C reduces the risk of prostate cancer.
The evidence is:  CONCLUSIONS In this large, long-term trial of male physicians, neither vitamin E nor C supplementation reduced the risk of prostate or total cancer.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 86.19 %
noncarriers  not found in model.
The claim is:  Female carriers of the Apolipoprotein E4 (APOE4) allele have decreased risk for dementia.
The evidence is:  Risk of dementia associated with a longer reproductive period was most pronounced in APOE epsilon4 carriers (adjusted RR for >39 reproductive years compared with <34 reproductive years, 4.20 [95% CI, 1.97-8.92] for dementia and 3.42 [95% CI, 1.51-7.75] for AD), whereas in noncarriers, no clear association with dementia or AD was observed.   

Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 70.14 %
The claim is:  Exercise reduces cancer mortality rates among Chinese citizens.
The evidence is:  The population attributable risks for not having 4-5 healthy lifestyle factors were 33% for total deaths, 59% for CVD deaths, and 19% for cancer deaths.   

Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 86.88 %
phagosome  not found in model.
phagosomes  not found in model.
nonpathogenic  not found in model.
The claim is:  Active caspase-11 participate in regulating phagosome-lysosome fusion.
The evidence is:  However, caspase-11 was dispensable for the fusion of lysosomes with phagosomes containing nonpathogenic bacteria, uncovering a fundamental difference in the trafficking of phagosomes according to their cargo.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 59.74 %
The claim is:  The recruitment of Wdr5 to its target loci depends on Kat8.
The evidence is:  Mof is also required for Wdr5 recruitment and H3K4 methylation at key regulatory loci, highlighting the complexity and interconnectivity of various chromatin regulators in ESCs.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 62.47 %
The claim is:  In young and middle-aged adults, current or remote uses of ADHD medications increase the risk of serious cardiovascular events.
The evidence is:  Among new users of ADHD medications, the adjusted RR was 0.77 (95% CI, 0.63-0.94).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 76.58 %
fluoropyrimidines  not found in model.
fluoropyrimidines  not found in model.
The claim is:  Metastatic colorectal cancer treated with a single agent fluoropyrimidines resulted in similar efficacy and better quality of life when compared with oxaliplatin-based chemotherapy in elderly patients.
The evidence is:  On balance, a combination including oxaliplatin was preferable to single-agent fluoropyrimidines, although the primary endpoint of PFS was not met.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 81.6 %
The claim is:  Exercise increases cancer mortality rates among Chinese citizens.
The evidence is:  The population attributable risks for not having 4-5 healthy lifestyle factors were 33% for total deaths, 59% for CVD deaths, and 19% for cancer deaths.   

Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 86.98 %
hipsc  not found in model.
progerin  not found in model.
The claim is:  Environmentally-induced senescence is mimicked in disease modeling by adding specific molecules to the culture system.
The evidence is:  Thus, our study suggests that progerin-induced aging can be used to reveal late-onset age-related disease features in hiPSC-based disease models.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 83.97 %
The claim is:  IL-6 signaling plays a major role in atherosclerotic cardiovascular disease.
The evidence is:  INTERPRETATION Large-scale human genetic and biomarker data are consistent with a causal association between IL6R-related pathways and coronary heart disease.   

Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 83.26 %
The claim is:  One in two surgical randomized controlled trials are discontinued early.
The evidence is:  Of these, 21% (81/395) were discontinued early, most commonly owing to poor recruitment (44%, 36/81).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 74.83 %
The claim is:  Bariatric surgery leads to negative outcomes in mental health.
The evidence is:  Moderate-quality evidence supports an association between bariatric surgery and lower rates of depression postoperatively.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 82.96 %
atherogenesis  not found in model.
The claim is:  Interleukin-18 plays an important role in the pathogenesis of atherosclerosis.
The evidence is:  Interleukin-18 (IL18) participates in atherogenesis through several putative mechanisms.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 69.65 %
The claim is:  siRNA knockdown of A20 slows tumor progression in an in vivo murine xenograft model.
The evidence is:  CONCLUSIONS A20 was overexpressed both in human glioma tissues and cell lines, and inhibiting A20 expression greatly slowed tumor cell growth in culture and in mice.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 64.05 %
polymeal  not found in model.
polymeal  not found in model.
The claim is:  Polymeal nutrition increases cardiovascular mortality.
The evidence is:  For men, taking the Polymeal daily represented an increase in total life expectancy of 6.6 years, an increase in life expectancy free from cardiovascular disease of 9.0 years, and a decrease in life expectancy with cardiovascular disease of 2.4 years.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 70.58 %
The claim is:  Upon developing tyrosine-kinase inhibitor resistance, new mutations in epidermal growth factor receptors emerge and cause treatment failure.
The evidence is:  All were positive for the T790M mutation before treatment, but upon developing AZD9291 resistance three molecular subtypes emerged: six cases acquired the C797S mutation, five cases maintained the T790M mutation but did not acquire the C797S mutation and four cases lost the T790M mutation despite the presence of the underlying EGFR activating mutation.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 80.27 %
The claim is:  Rhythmic expression of Cry1 translates directly into a circadian regulation of cAMP signaling in hepatic glucose metabolism.
The evidence is:  Here we show that Creb activity during fasting is modulated by Cry1 and Cry2, which are rhythmically expressed in the liver.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 77.83 %
polymeal  not found in model.
polymeal  not found in model.
The claim is:  Polymeal nutrition increases cardiovascular mortality.
The evidence is:  CONCLUSION The Polymeal promises to be an effective, non-pharmacological, safe, cheap, and tasty alternative to reduce cardiovascular morbidity and increase life expectancy in the general population.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 75.18 %
mechanotransduction  not found in model.
The claim is:  Inhibiting focal adhesion formation enables cells to convert mechanical strain into eventual scarring.
The evidence is:  Similarly, MCP-1 knockout mice form minimal scars, indicating that inflammatory chemokine pathways are a major mechanism by which FAK mechanotransduction induces fibrosis.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 83.35 %
The claim is:  Taxation of sugar-sweetened beverages reduced the incidence rate of type II diabetes in India.
The evidence is:  However, acceleration in SSB consumption trends consistent with industry marketing models would be expected to increase the impact efficacy of taxation, averting 4.2% of prevalent overweight/obesity (95% CI 2.5-10.0%) and 2.5% (95% CI 1.0-2.8%) of incident type 2 diabetes from 2014-2023.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 82.41 %
The claim is:  Energy balance requires hypothalamic glutamate neurotransmission.
The evidence is:  Here, we demonstrate that metabolic status and leptin also modify astrocyte-specific glutamate and glucose transporters, indicating that metabolic signals influence synaptic efficacy and glucose uptake and, ultimately, neuronal function.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 80.75 %
lrrk  not found in model.
The claim is:  Increased microtubule acetylation repairs interference of axonal transport caused by LRRK2 Roc-COR domain mutations.
The evidence is:  In vivo knockdown of the deacetylases HDAC6 and Sirt2, or administration of TSA rescues both axonal transport and locomotor behavior.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 65.42 %
traf  not found in model.
ikappab  not found in model.
mtec  not found in model.
ikkbeta  not found in model.
kappab  not found in model.
The claim is:  RANK-RANKL pathway signalling has no known association with development of Aire-expressing medullary thymic epithelial cells.
The evidence is:  Ligation of RANK or CD40 on fetal thymic stroma in vitro induced mTEC development in a tumor necrosis factor-associated factor 6 (TRAF6)-, NF-kappaB inducing kinase (NIK)-, and IkappaB kinase beta (IKKbeta)-dependent manner.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 74.57 %
The claim is:  In S. cerevisiae, the absence of RNA surveillance pathways causes sensitivity to high iron conditions.
The evidence is:  RNase III-deficient cells are hypersensitive to high iron concentrations, suggesting that Rnt1p-mediated RNA surveillance is required to prevent iron toxicity.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 89.62 %
The claim is:  Depletion of T-helper 17 (Th17) cells during simian immunodeficiency virus (SIV) infection increases dissemination of Salmonella Typhimurium from the gut.
The evidence is:  TH17 cells were markedly depleted in SIV-infected rhesus macaques, resulting in blunted TH17 responses to S. typhimurium infection and increased bacterial dissemination.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 88.75 %
The claim is:  Depletion of T-helper 17 (Th17) cells during simian immunodeficiency virus (SIV) infection decreases dissemination of Salmonella Typhimurium from the gut.
The evidence is:  Here we show that simian immunodeficiency virus (SIV) infection results in depletion of T helper type 17 (TH17) cells in the ileal mucosa of rhesus macaques, thereby impairing mucosal barrier functions to S. typhimurium dissemination.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 91.22 %
The claim is:  Knockout proximal tubule-specific deletion of the BMP receptor Alk3 causes fibrosis.
The evidence is:  We also found that its deletion in the tubular epithelium leads to enhanced TGF-β1-Smad family member 3 (Smad3) signaling, epithelial damage and fibrosis, suggesting a protective role for Alk3-mediated signaling in the kidney.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 71.12 %
The claim is:  Basophils promote disease development in patients with systemic lupus erythematosus (SLE).
The evidence is:  Thus, in Lyn(-/-) mice, basophils and IgE autoantibodies amplify autoantibody production that leads to lupus nephritis, and in individuals with SLE IgE autoantibodies and activated basophils are factors associated with disease activity and nephritis.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 79.48 %
ateriosus  not found in model.
The claim is:  Early patent ductus ateriosus (PDA) screening decreases in-hospital mortality.
The evidence is:  Exposed infants had a lower hospital death rate (14.2% vs 18.5% ; OR, 0.73 [95% CI, 0.54 to 0.98]; ARR, 4.3 [95% CI, 0.3 to 8.3]) and a lower rate of pulmonary hemorrhage (5.6% vs 8.9%; OR, 0.60 [95% CI, 0.38 to 0.95]; ARR, 3.3 [95% CI, 0.4 to 6.3]).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 69.54 %
The claim is:  Adult tissue-resident macrophages are seeded before birth.
The evidence is:  Recently, it has become evident that most adult tissue macrophages originate during embryonic development and not from circulating monocytes.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 76.13 %
The claim is:  siRNA knockdown of A20 slows tumor progression in an in vivo murine xenograft model.
The evidence is:  In a mouse tumor model, local administration of siRNA significantly suppressed solid tumor growth.   

Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 54.87 %
alirocumab  not found in model.
ultracentrifugally  not found in model.
The claim is:  Increased LDL receptors plays a role in the reduction of plasma Lp(a).
The evidence is:  RESULTS Alirocumab reduced ultracentrifugally isolated LDL-C by 55.1%, LDL-apoB by 56.3%, and plasma Lp(a) by 18.7%.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 82.02 %
microcytosis  not found in model.
homozygosity  not found in model.
The claim is:  Patients with microcytosis and higher erythrocyte count are more vulnerable to severe malarial anaemia when infected with Plasmodium falciparum.
The evidence is:  Alpha(+)-thalassaemia homozygosity confers considerable protection against severe malaria, including severe malarial anaemia (SMA) (Hb concentration < 50 g/l), but does not influence parasite count.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 78.62 %
tetradecanoylphorbol  not found in model.
monocytic  not found in model.
The claim is:  Klf4 is important for proper myeloid cell differentiation.
The evidence is:  In addition, inducible expression of KLF4 in the HL60 human acute myeloid leukemia cell line stimulated monocytic differentiation and enhanced 12-O-tetradecanoylphorbol 13-acetate induced macrophage differentiation, but blocked all-trans-retinoic acid induced granulocytic differentiation of HL60 cells.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 84.83 %
hnf  not found in model.
hnf  not found in model.
hypoglycaemia  not found in model.
The claim is:  A mutation in HNF4A leads to an increased risk of developing diabetes by the age of 14 years.
The evidence is:  We assessed the in utero and neonatal role of two key regulators of pancreatic insulin secretion by studying birthweight and the incidence of neonatal hypoglycaemia in patients with heterozygous mutations in the maturity-onset diabetes of the young (MODY) genes HNF4A (encoding HNF-4α) and HNF1A/TCF1 (encoding HNF-1α), and the effect of pancreatic deletion of Hnf4a on foetal and neonatal insulin secretion in mice.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 80.2 %
The claim is:  Depletion of nitric oxide is responsible for vasospasm.
The evidence is:  Nitrite infusion prevented development of vasospasm (no animals developed significant vasospasm; mean [SD] reduction in right middle cerebral artery area on day 7 after subarachnoid hemorrhage of 8% [9%] in nitrite-treated monkeys vs 47% [5%] in saline-treated controls; P<.001).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 48.33 %
The claim is:  Primary cervical cancer screening with HPV detection has lower longitudinal sensitivity than conventional cytology to detect cervical intraepithelial neoplasia grade 2.
The evidence is:  BACKGROUND Screening for cervical cancer based on testing for human papillomavirus (HPV) increases the sensitivity of detection of high-grade (grade 2 or 3) cervical intraepithelial neoplasia, but whether this gain represents overdiagnosis or protection against future high-grade cervical epithelial neoplasia or cervical cancer is unknown.   

Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 87.77 %
The claim is:  Cardiac tissue-resident macrophages directly contribute to electrical activity.
The evidence is:  Conversely, macrophages render the resting membrane potential of cardiomyocytes more positive and, according to computational modeling, accelerate their repolarization.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 79.9 %
hspc  not found in model.
hspcs  not found in model.
osteocytic  not found in model.
The claim is:  Osteocytes have an essential role in G-CSF induced HSPC mobilization.
The evidence is:  Granulocyte colony-stimulating factor (G-CSF), used clinically to mobilize HSPCs, induces changes in the morphology and gene expression of the osteocytic network that precedes changes in osteoblasts.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 79.97 %
The claim is:  Increased LDL receptors plays a role in the reduction of plasma Lp(a).
The evidence is:  The latter was due to a 46.1% increase in IDL-apoB FCR coupled with a 27.2% decrease in conversion of IDL to LDL.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 76.85 %
cecal  not found in model.
tmao  not found in model.
The claim is:  Higher plasma levels of I-carnitine, when associated with trimethylamine N-oxide, are negatively correlated with cardiovascular events in humans.
The evidence is:  Chronic dietary L-carnitine supplementation in mice altered cecal microbial composition, markedly enhanced synthesis of TMA and TMAO, and increased atherosclerosis, but this did not occur if intestinal microbiota was concurrently suppressed.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 81.64 %
The claim is:  The one-child policy has created a hospitable environment for female infants.
The evidence is:  The early neonatal mortality was 29 in boys and 69 in girls per 1000 live births.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 73.87 %
The claim is:  Migraine with aura is associated with ischemic stroke.
The evidence is:  CONCLUSION Migraine is associated with a twofold increased risk of ischaemic stroke, which is only apparent among people who have migraine with aura.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 75.12 %
The claim is:  Reduced responsiveness to interleukin-2 in regulatory T cells is associated with autoimmune diseases such as Type 1 Diabetes.
The evidence is:  Reduced IL-2 production achieved by either genetic mechanism correlates with reduced function of CD4+ CD25+ regulatory T cells, which are critical for maintaining immune homeostasis.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 80.87 %
The claim is:  Autophagy deficiency in the liver increases vulnerability to insulin resistance.
The evidence is:  Unexpectedly, these mice showed decreased fat mass and were protected from diet-induced obesity and insulin resistance; this phenotype was accompanied by increased fatty acid oxidation and browning of white adipose tissue (WAT) owing to induction of fibroblast growth factor 21 (Fgf21).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 85.08 %
ribonucleolytic  not found in model.
The claim is:  In S. cerevisiae, the absence of RNA surveillance pathways causes sensitivity to high iron conditions.
The evidence is:  These results show that RNA surveillance through multiple ribonucleolytic pathways plays a role in iron homeostasis in yeast to avoid the potentially toxic effects of the expression of the iron starvation response in iron-replete conditions.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 91.39 %
The claim is:  Primary cervical cancer screening with HPV detection has lower longitudinal sensitivity than conventional cytology to detect cervical intraepithelial neoplasia grade 2.
The evidence is:  Among women aged 35-60 years, at round one the relative detection (HPV vs cytology) was 2.00 (95% CI 1.44-2.77) for CIN2, 2.08 (1.47-2.95) for CIN3, and 2.03 (1.60-2.57) for CIN2 and 3 together.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 62.34 %
roci  not found in model.
The claim is:  Elevated cell-free mitochondrial DNA levels are associated with mortality.
The evidence is:  Medical ICU patients with an elevated mtDNA level (≥3,200 copies/µl plasma) had increased odds of dying within 28 d of ICU admission in both the BWH RoCI (odds ratio [OR] 7.5, 95% CI 3.6-15.8, p = 1×10(-7)) and ME ARDS (OR 8.4, 95% CI 2.9-24.2, p = 9×10(-5)) cohorts, while no evidence for association was noted in non-medical ICU patients.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 80.1 %
exosomal  not found in model.
The claim is:  Major vault protein regulates sorting of tumor suppressive miR-193a into EVs.
The evidence is:  Knockout of MVP leads to miR-193a accumulation in the exosomal donor cells instead of exosomes, inhibiting tumour progression.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 74.47 %
The claim is:  Tuberculosis incidence occurs at higher rates in more sparsely populated areas in the UK.
The evidence is:  All deprivation covariates were positively associated with each other but on multiple regression, higher level of overcrowding was independently associated with tuberculosis rates.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 81.2 %
The claim is:  Birth-weight is negatively associated with breast cancer.
The evidence is:  Birth weight was positively associated with breast cancer risk in studies based on birth records (pooled relative risk [RR] per one standard deviation [SD] [= 0.5 kg] increment in birth weight: 1.06; 95% confidence interval [CI] 1.02-1.09) and parental recall when the participants were children (1.02; 95% CI 0.99-1.05), but not in those based on adult self-reports, or maternal recall during the woman's adulthood (0.98; 95% CI 0.95-1.01) (p for heterogeneity between data sources = 0.003).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 83.0 %
intrathymic  not found in model.
mtecs  not found in model.
The claim is:  RANK-RANKL pathway signalling has no known association with development of Aire-expressing medullary thymic epithelial cells.
The evidence is:  Collectively, our data reveal cellular and molecular mechanisms leading to the generation of Aire+ mTECs and highlight a previously unrecognized role for CD4+3−RANKL+ inducer cells in intrathymic self-tolerance.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 74.53 %
The claim is:  Klf4 is not required for proper myeloid cell differentiation.
The evidence is:  Thus, our in vivo loss-of-function studies demonstrate that KLF4, previously shown to mediate proinflammatory signaling in human macrophages in vitro, is essential for differentiation of mouse inflammatory monocytes, and is involved in the differentiation of resident monocytes.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 76.51 %
The claim is:  BRCA 1 mutation carriers' risk of breast and ovarian cancer depends on where the mutation is located.
The evidence is:  CONCLUSIONS AND RELEVANCE Breast and ovarian cancer risks varied by type and location of BRCA1/2 mutations.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 91.72 %
The claim is:  A diminished ovarian reserve does not solely indicate infertility in an a priori non-infertile population.
The evidence is:  Inhibin B levels (n = 737) were not associated with the probability of conceiving in a given cycle (hazard ratio per 1-pg/mL increase, 0.999; 95% CI, 0.997-1.001).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 60.48 %
jmjd  not found in model.
supresses  not found in model.
jmjd  not found in model.
lysyl  not found in model.
ketoglutarate  not found in model.
The claim is:  JMJD6 catalyzes the hydroxylation of C-terminal lysine and supresses transcriptional activity.
The evidence is:  We demonstrated that JMJD6 acts as an α-ketoglutarate- and Fe(II)-dependent lysyl hydroxylase to catalyze p53 hydroxylation.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 64.38 %
qrisk  not found in model.
The claim is:  Systemic lupus erythematosus is a risk factor for cardiovascular disease.
The evidence is:  Risk factors considered included those already in QRISK2 (age, ethnicity, deprivation, systolic blood pressure, body mass index, total cholesterol: high density lipoprotein cholesterol ratio, smoking, family history of coronary heart disease in a first degree relative aged less than 60 years, type 1 diabetes, type 2 diabetes, treated hypertension, rheumatoid arthritis, atrial fibrillation, chronic kidney disease (stage 4 or 5)) and new risk factors (chronic kidney disease (stage 3, 4, or 5), a measure of systolic blood pressure variability (standard deviation of repeated measures), migraine, corticosteroids, systemic lupus erythematosus (SLE), atypical antipsychotics, severe mental illness, and HIV/AIDs).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 80.45 %
The claim is:  Pro-inflammatory cytokines are up regulated during tumor development.
The evidence is:  14.3 pg/mL, P = 0.03).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 15.21 %
The claim is:  A diminished ovarian reserve does not solely indicate infertility in an a priori non-infertile population.
The evidence is:  After adjusting for age, body mass index, race, current smoking status, and recent hormonal contraceptive use, women with low AMH values (<0.7 ng/mL [n = 84]) did not have a significantly different predicted probability of conceiving by 6 cycles of attempt (65%; 95% CI, 50%-75%) compared with women (n = 579) with normal values (62%; 95% CI, 57%-66%) or by 12 cycles of attempt (84% [95% CI, 70%-91%] vs 75% [95% CI, 70%-79%], respectively).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 72.75 %
ribosomopathies  not found in model.
The claim is:  Ribosomopathies have a high degree of cell and tissue specific pathology.
The evidence is:  Unexpectedly, a ribosomal protein (RP) expression screen reveals dynamic regulation of individual RPs within the vertebrate embryo.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 72.03 %
The claim is:  Tuberculosis-induced granulomas express different immune system protein signatures than the surrounding tissue.
The evidence is:  Although the balance between systemic pro- and anti-inflammatory signals is crucial to TB disease outcome, here we find that these signals are physically segregated within each granuloma.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 80.75 %
The claim is:  Rhythmic expression of Cry1 translates directly into a circadian regulation of cAMP signaling in hepatic glucose metabolism.
The evidence is:  Although the underlying mechanism is unclear, hepatic gluconeogenesis is also regulated by the circadian clock, which coordinates glucose metabolism with changes in the external environment.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 85.19 %
subacromial  not found in model.
The claim is:  Scapular stabilizer exercises are more effective than general exercise therapy in reducing pain and improving function of the shoulder.
The evidence is:  CONCLUSION A specific exercise strategy, focusing on strengthening eccentric exercises for the rotator cuff and concentric/eccentric exercises for the scapula stabilisers, is effective in reducing pain and improving shoulder function in patients with persistent subacromial impingement syndrome.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 92.36 %
peroxynitrite  not found in model.
mdscs  not found in model.
The claim is:  Peroxynitrite is required for induction of T cell tolerance.
The evidence is:  These data identify a previously unknown mechanism of T-cell tolerance in cancer that is also pertinent to many pathological conditions associated with accumulation of MDSCs.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 75.23 %
remobilizes  not found in model.
The claim is:  Treatment with a protein named FN restores regenerative abilities of aged muscles.
The evidence is:  Reconstitution of FN levels in the aged niche remobilizes stem cells and restores youth-like muscle regeneration.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 83.19 %
The claim is:  Antidepressants reduce the severity of migraines.
The evidence is:  Tricyclics were also more likely to reduce the intensity of headaches by at least 50% than either placebo (tension-type: relative risk 1.41, 95% confidence interval 1.02 to 1.89; migraine: 1.80, 1.24 to 2.62) or selective serotonin reuptake inhibitors (1.73, 1.34 to 2.22 and 1.72, 1.15 to 2.55).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 75.7 %
The claim is:  High levels of CRP lead to a higher risk of exacerbations in chronic obstructive pulmonary disease (COPD).
The evidence is:  In the first year of follow-up, multivariable-adjusted odds ratios for having frequent exacerbations were 1.2 (95% CI, 0.7-2.2; 17 events/1000 person-years) for individuals with 1 high biomarker, 1.7 (95% CI, 0.9-3.2; 32 events/1000 person-years) for individuals with 2 high biomarkers, and 3.7 (95% CI, 1.9-7.4; 81 events/1000 person-years) for individuals with 3 high biomarkers compared with individuals who had no elevated biomarkers (9 events/1000 person-years; trend: P = 2 × 10(-5)).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 71.67 %
microerythrocyte  not found in model.
microcytosis  not found in model.
The claim is:  A high microerythrocyte count protects against severe anemia in homozygous alpha (+)- thalassemia trait subjects.
The evidence is:  CONCLUSIONS The increased erythrocyte count and microcytosis in children homozygous for alpha(+)-thalassaemia may contribute substantially to their protection against SMA.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 78.25 %
The claim is:  The proliferative capacity of progenitors is regulated cell-autonomously.
The evidence is:  We found that this mechanism for controlling cortical size is regulated cell autonomously in culture, suggesting that primate cerebral cortex size is regulated at least in part at the level of individual cortical progenitor cell clonal output.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 72.45 %
mfge  not found in model.
phosphatidylinositide  not found in model.
mfge  not found in model.
fatp  not found in model.
The claim is:  MFGE8 regulates fat absorption by binding to av-Beta3 and av-Beta5 integrins.
The evidence is:  Mechanistically, we found that Mfge8 coordinates fatty acid uptake through αvβ3 integrin– and αvβ5 integrin–dependent phosphorylation of Akt by phosphatidylinositide-3 kinase and mTOR complex 2, leading to translocation of Cd36 and Fatp1 from cytoplasmic vesicles to the cell surface.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 76.94 %
citrullinated  not found in model.
The claim is:  Citrullinated proteins externalized in neutrophil extracellular traps act indirectly to perpetuate the inflammatory cycle via induction of autoantibodies.
The evidence is:  In turn, NETs significantly augmented inflammatory responses in RA and OA synovial fibroblasts, including induction of IL-6, IL-8, chemokines, and adhesion molecules.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 77.73 %
pleurotolysin  not found in model.
plyb  not found in model.
macpf  not found in model.
The claim is:  β-sheet opening occurs during pleurotolysin pore formation.
The evidence is:  The major conformational changes in PlyB are a ∼70° opening of the bent and distorted central β-sheet of the MACPF domain, accompanied by extrusion and refolding of two α-helical regions into transmembrane β-hairpins (TMH1 and TMH2).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 77.02 %
progerin  not found in model.
progerin  not found in model.
neuromelanin  not found in model.
The claim is:  Progerin induces premature aging in stem cells.
The evidence is:  We found that expression of progerin in iPSC-derived fibroblasts and neurons induces multiple aging-related markers and characteristics, including dopamine-specific phenotypes such as neuromelanin accumulation.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 76.72 %
tumorigenic  not found in model.
gscs  not found in model.
The claim is:  siRNA knockdown of A20 slows tumor progression in an in vivo murine xenograft model.
The evidence is:  The tumorigenic potential of GSCs was decreased with A20 targeting, resulting in increased survival of mice bearing human glioma xenografts.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 51.52 %
spermatids  not found in model.
haescs  not found in model.
haesc  not found in model.
The claim is:  Mouse models can be generated using "artificial spermatids."
The evidence is:  Strikingly, live mice can be obtained upon injection of AG-haESCs into MII oocytes, and these mice bear haESC-carried genetic traits and develop into fertile adults.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 75.88 %
The claim is:  Inside the body, falciparum parasites reproduce asexually.
The evidence is:  Our current understanding of the biology of asexual blood-stage parasites and gametocytes and the ability to culture them in vitro lends optimism that high-throughput screenings of large chemical libraries will produce a new generation of antimalarial drugs.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 57.13 %
The claim is:  Incidence of 10/66 dementia is lower than the incidence of DSM-IV dementia.
The evidence is:  Incidence for 10/66 dementia varied between 18·2 and 30·4 per 1000 person-years, and were 1·4-2·7 times higher than were those for DSM-IV dementia (9·9-15·7 per 1000 person-years).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 79.01 %
thermomirs  not found in model.
The claim is:  miR-142-5P is a temperature-sensitive microRNA (miRNA).
The evidence is:  Reduced RBM3 expression resulted in increased expression of RBM3-targeted temperature-sensitive miRNAs, we termed thermomiRs.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 56.39 %
The claim is:  The DESMOND program demonstrates no significant impact on weight loss.
The evidence is:  CONCLUSION A single programme for people with newly diagnosed type 2 diabetes mellitus showed no difference in biomedical or lifestyle outcomes at three years although there were sustained improvements in some illness beliefs.   

Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 84.65 %
costimulation  not found in model.
The claim is:  CD28 initiates tonic signaling in conventional T cells, which causes an exhaustion phenotype and limited efficiency.
The evidence is:  We further determine that CD28 costimulation augments, whereas 4-1BB costimulation reduces, exhaustion induced by persistent CAR signaling.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 85.23 %
crct  not found in model.
coxibs  not found in model.
The claim is:  Cost effectiveness evaluations based on cRCT data accurately reflect prices for patients in actual clinical practice.
The evidence is:  CONCLUSIONS The published cost-effectiveness analyses of coxibs lacked external validity, did not represent patients in actual clinical practice, and should not have been used to inform prescribing policies.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 93.4 %
The claim is:  Sepsis related mortality has risen from 2009 to 2014.
The evidence is:  Conclusions and Relevance In clinical data from 409 hospitals, sepsis was present in 6% of adult hospitalizations, and in contrast to claims-based analyses, neither the incidence of sepsis nor the combined outcome of death or discharge to hospice changed significantly between 2009-2014.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 75.18 %
lncrnas  not found in model.
ctnnb  not found in model.
lincrna  not found in model.
junb  not found in model.
The claim is:  Trans-acting factors, such as lncRNAs, influence mRNA translation.
The evidence is:  Under reduced HuR levels, lincRNA-p21 accumulated in human cervical carcinoma HeLa cells, increasing its association with JUNB and CTNNB1 mRNAs and selectively lowering their translation.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 70.35 %
The claim is:  PD-1 triggering on monocytes enhances IL-10 production by monocytes.
The evidence is:  Triggering of PD-1 expressed on monocytes by PD-L1 expressed on various cell types induced IL-10 production and led to reversible CD4+ T cell dysfunction.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 75.67 %
The claim is:  Diminished ovarian reserve is a reliable indicator of infertility in a non-infertile population.
The evidence is:  Conclusions and Relevance Among women aged 30 to 44 years without a history of infertility who had been trying to conceive for 3 months or less, biomarkers indicating diminished ovarian reserve compared with normal ovarian reserve were not associated with reduced fertility.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 82.43 %
metalloproteases  not found in model.
phldb  not found in model.
metalloprotease  not found in model.
The claim is:  The microtubule-dependent delivery and secretion of matrix metalloproteases (MMPs) is partially responsible for the disassembly of adhesion sites.
The evidence is:  CLASPs are further required for FA-associated ECM degradation, and matrix metalloprotease inhibition slows FA disassembly similarly to CLASP or PHLDB2 (LL5β) depletion.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 76.36 %
mical  not found in model.
mical  not found in model.
myofilaments  not found in model.
The claim is:  MICAL redox enzymes regulate actin dynamics in many cell types.
The evidence is:  Transgenic expression of interfering RNA molecules demonstrates that MICAL is required in muscles for the higher order arrangement of myofilaments.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 81.36 %
The claim is:  Participants who quit smoking reduce lung cancer risk by approximately 50%.
The evidence is:  The HR for light smokers was 0.44 (95% CI, 0.35-0.56); for quitters, HR 0.50 (95% CI, 0.36-0.69), for stable ex-smokers, HR 0.17 (95% CI, 0.13-0.23), and for never smokers, HR 0.09 (95% CI, 0.06-0.13).   

Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 64.63 %
runx  not found in model.
tlx  not found in model.
runx  not found in model.
tlx  not found in model.
The claim is:  RUNX1 is downregulated or mutated in TLX1 T-ALL.
The evidence is:  Overall, these results place TLX1 and TLX3 at the top of an oncogenic transcriptional network controlling leukemia development, show the power of network analyses to identify key elements in the regulatory circuits governing human cancer and identify RUNX1 as a tumor-suppressor gene in T-ALL.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 14.04 %
The claim is:  Genetic deficiency of mast cells leads to decreased weight gain in a mouse model of diet-induced obesity.
The evidence is:  Furthermore, in the context of mice on a Western diet, genetically induced deficiency of mast cells, or their pharmacological stabilization, reduces body weight gain and levels of inflammatory cytokines, chemokines and proteases in serum and WAT, in concert with improved glucose homeostasis and energy expenditure.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 89.8 %
endotoxemia  not found in model.
polymicrobial  not found in model.
kappab  not found in model.
The claim is:  Klf2 is important for proper myeloid cell function.
The evidence is:  Myeloid KLF2 was found to be a potent inhibitor of nuclear factor-kappaB (NF-κB)-dependent HIF-1α transcription and, consequently, a critical determinant of outcome in models of polymicrobial infection and endotoxemia.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 80.11 %
The claim is:  Amitriptyline is an effective treatment for chronic tension-type headaches.
The evidence is:  Amitriptyline is the medication of first choice in the treatment of chronic tension-type headache.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 94.87 %
The claim is:  Energy balance requires hypothalamic glutamate neurotransmission.
The evidence is:  The anti-obesity effect was completely reversed by selective disruption of glutamate release from those same Sim1 neurons.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 70.99 %
The claim is:  Healthy volunteers exhibit rapid and transient increase of cellular ATP after being bolus-injected with fructose.
The evidence is:  Liver ATP levels were similar in the 2 groups before fructose infusion and decreased similarly in both after fructose infusion (P = .01 vs initial ATP levels).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 82.12 %
The claim is:  Integrated care is ineffective at tackling multiple comorbidities.
The evidence is:  There was a trend toward greater improvement in disabilities in activities of daily living (-1.5, -3.3 to 0.4; P = 0.10).   

Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 63.08 %
eilv  not found in model.
chikv  not found in model.
eilv  not found in model.
The claim is:  Nonhuman primates are incapable of producing neutralizing antibodies in reponse to the Eilat virus (EILV) produced in mosquitos.
The evidence is:  A single dose of EILV/CHIKV produced in mosquito cells elicited rapid (within 4 d) and long-lasting (>290 d) neutralizing antibodies that provided complete protection in two different mouse models.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 63.98 %
The claim is:  Hypothalamic glutamate neurotransmission is unrelated to energy balance.
The evidence is:  Thus, this study establishes glutamate as the primary neurotransmitter that mediates MC4Rs on Sim1 neurons in body weight regulation.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 73.9 %
vsmcs  not found in model.
The claim is:  Cholesterol loading induces KLF4 expression in VSMCs, resulting in the expression of pro-inflammatory cytokines.
The evidence is:  Our findings indicate that the contribution of SMCs to atherosclerotic plaques has been greatly underestimated, and that KLF4-dependent transitions in SMC phenotype are critical in lesion pathogenesis.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 58.42 %
degradative  not found in model.
xrn  not found in model.
exonucleases  not found in model.
The claim is:  In S. cerevisiae, the absence of RNA surveillance pathways reduces sensitivity to high iron conditions.
The evidence is:  Extended forms of these mRNAs accumulate in the absence of Rnt1p or of the 5'-->3' exonucleases Xrn1p and Rat1p, showing that multiple degradative pathways contribute to the surveillance of aberrant forms of these transcripts.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 83.26 %
pyridostatin  not found in model.
The claim is:  Pyridostatin deregulates G2/M progression.
The evidence is:  Remarkably, PDS reduces proliferation of HR-defective cells by inducing DSB accumulation, checkpoint activation, and deregulated G2/M progression and by enhancing the replication defect intrinsic to HR deficiency.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 57.4 %
nonpregnant  not found in model.
The claim is:  Sympathetic nerve activity is reduced throughout normal pregnancy.
The evidence is:  The findings suggest that the moderate sympathetic hyperactivity during the latter months of normal pregnancy may help to return the arterial pressure to nonpregnant levels, although when the increase in activity is excessive, hypertension may ensue.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 89.12 %
flk  not found in model.
kdr  not found in model.
The claim is:  The myocardial cell lineage originally develops from cardiac progenitors of exclusively endodermal origin.
The evidence is:  Studies in the mouse embryo and the mouse embryonic stem cell differentiation model have provided evidence indicating that these three lineages develop from a common Flk-1+ (kinase insert domain protein receptor, also known as Kdr) cardiovascular progenitor that represents one of the earliest stages in mesoderm specification to the cardiovascular lineages.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 80.67 %
The claim is:  Ca2+ cycling controls whole-body energy homeostasis in beige fat.
The evidence is:  Conversely, enhanced Ca2+ cycling by activation of α1- and/or β3-adrenergic receptors or the SERCA2b-RyR2 pathway stimulates UCP1-independent thermogenesis in beige adipocytes.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 53.41 %
alirocumab  not found in model.
The claim is:  Increased LDL receptors plays a role in the reduction of plasma Lp(a).
The evidence is:  The increase in apo(a) FCR during alirocumab treatment suggests that increased LDL receptors may also play a role in the reduction of plasma Lp(a).   
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 92.6 %
The claim is:  Kir7.1 modulates channel activity by the G protein-coupled melanocortin-4 receptor (MC4R) in the paraventricular nucleus of the hypothalamus.
The evidence is:  Here we show that, in mice, regulation of firing activity of neurons from the paraventricular nucleus of the hypothalamus (PVN) by α-MSH and AgRP can be mediated independently of Gαs signalling by ligand-induced coupling of MC4R to closure of inwardly rectifying potassium channel, Kir7.1.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 87.29 %
The claim is:  Pioglitazone use is significantly associated with an increased risk of pancreatic cancer.
The evidence is:  In adjusted analyses, there was no association with 8 of the 10 additional cancers; ever use of pioglitazone was associated with increased risk of prostate cancer (HR, 1.13; 95% CI, 1.02-1.26) and pancreatic cancer (HR, 1.41; 95% CI, 1.16-1.71).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 93.57 %
The claim is:  BCL-2 promotes the apoptotic effects of c-Myc.
The evidence is:  Eliminating BCL-2 yielded rapid loss of leukemic cells and significantly prolonged survival, formally validating BCL-2 as a rational target for cancer therapy.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 54.85 %
normotensive  not found in model.
baroreflex  not found in model.
The claim is:  Sympathetic nerve activity is reduced throughout normal pregnancy.
The evidence is:  Muscle sympathetic nerve activity is increased during normotensive pregnancy while mean arterial pressure is maintained or reduced, suggesting baroreflex resetting.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 93.18 %
lrrc  not found in model.
sucnr  not found in model.
The claim is:  Comparative transcriptome analysis identified new platelet proteins with structural features suggesting a role in platelet function.
The evidence is:  Through comparative analysis of expression in platelets and other blood cells we demonstrated that G6b, G6f, and LRRC32 are restricted to the platelet lineage, whereas LAT2 and SUCNR1 were also detected in other blood cells.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 83.37 %
nmdars  not found in model.
The claim is:  Energy balance requires hypothalamic glutamate neurotransmission.
The evidence is:  Thus glutamatergic synaptic transmission and its modulation by NMDARs play key roles in controlling AgRP neurons and determining the cellular and behavioral response to fasting.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 74.48 %
The claim is:  Primary cervical cytology screening with HPV detection has higher longitudinal sensitivity to detect severe cervical intraepithelial neoplasia than conventional cytology.
The evidence is:  Furthermore, significantly more cases of CIN grade 2 or worse were detected in the intervention group than in the control group (267 of 19 999 vs 215 of 20,106; 1·25, 1·05-1·50; p=0·015).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 59.95 %
The claim is:  Normal granulomas form in the absence of TNF in Zebrafish.
The evidence is:  Thus, TNF is not required for tuberculous granuloma formation, but maintains granuloma integrity indirectly by restricting mycobacterial growth within macrophages and preventing their necrosis.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 74.92 %
The claim is:  Repressing IL-18 has negative effects on atherosclerotic lesion composition and progression.
The evidence is:  CONCLUSIONS These results suggest, for the first time, a major role for IL-18 in atherosclerotic plaque destabilization leading to acute ischemic syndromes.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 70.39 %
The claim is:  Patients with common epithelial cancers  are more likely to have an emergency event as their first hospital admission if they live in resource-deprived areas.
The evidence is:  There were some improvements in disparities between age groups but not for patients living in deprived areas over time.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 89.44 %
foxo  not found in model.
foxo  not found in model.
The claim is:  The minor G allele of FOXO3 is related to less severe symptoms of Crohn's Disease.
The evidence is:  We identify a noncoding polymorphism in FOXO3A (rs12212067: T > G) at which the minor (G) allele, despite not being associated with disease susceptibility, is associated with a milder course of Crohn's disease and rheumatoid arthritis and with increased risk of severe malaria.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 93.43 %
ddx  not found in model.
mitoribosome  not found in model.
The claim is:  Post-transcriptional handling of mitochondrial transcripts occurs in mitochondrial RNA granules.
The evidence is:  Here, we have identified the DEAD-box protein DDX28 as an RNA granule component essential for the biogenesis of the mitoribosome large subunit (mt-LSU).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 74.85 %
tmao  not found in model.
The claim is:  Omnivores produce more trimethylamine N-oxide from dietary I-carnitine than vegetarians.
The evidence is:  Omnivorous human subjects produced more TMAO than did vegans or vegetarians following ingestion of L-carnitine through a microbiota-dependent mechanism.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 69.17 %
podocytes  not found in model.
upar  not found in model.
podocytes  not found in model.
The claim is:  Induction of urokinase receptor signaling in podocytes causes foot process effacement and proteinuria.
The evidence is:  Here we show that induction of urokinase receptor (uPAR) signaling in podocytes leads to foot process effacement and urinary protein loss via a mechanism that includes lipid-dependent activation of αvβ3 integrin.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 87.65 %
depresents  not found in model.
The claim is:  Taking anti-depresents is associated with a decrease in the Aβ level in the brain of experimental animals.
The evidence is:  Aβ production in CSF was slowed by 37% in the citalopram group compared to placebo.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 68.34 %
epistatic  not found in model.
The claim is:  ERAP1 SNPs are epistatic to HLA alleles for ankylosing spondylitis.
The evidence is:  We also demonstrate that the ERAP1 SNP rs30187 association is not restricted only to carriers of HLA-B*27 but also found in HLA-B*40:01 carriers independently of HLA-B*27 genotype.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 15.36 %
The claim is:  Ly6C hi monocytes have a higher inflammatory capacity than Ly6C lo monocytes.
The evidence is:  In addition, acute peritoneal inflammation recruited preferentially Ly-6C(med-high) monocytes.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 74.1 %
The claim is:  Including pharmacists in rounding teams does not alter the incidence of adverse drug events (ADEs).
The evidence is:  RESULTS The rate of preventable ordering ADEs decreased by 66% from 10.4 per 1000 patient-days (95% confidence interval [CI], 7-14) before the intervention to 3.5 (95% CI, 1-5; P<.001) after the intervention.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 70.4 %
ripk  not found in model.
fadd  not found in model.
The claim is:  The NF-κB essential modulator gene induces intestinal inflammation by promoting receptor-interacting protein (RIP) kinase 1 kinase activity-mediated epithelial cell death.
The evidence is:  Inhibition of receptor-interacting protein kinase 1 (RIPK1) kinase activity or combined deficiency of Fas-associated via death domain protein (FADD) and RIPK3 prevented epithelial cell death, Paneth cell loss, and colitis development in mice with epithelial NEMO deficiency.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 91.66 %
The claim is:  Mitochondria play a trivial role in calcium homeostasis.
The evidence is:  Additionally, they participate in intermediary metabolism, calcium signaling, and apoptosis.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 77.89 %
The claim is:  Tuberculosis incidence occurs at higher rates in more sparsely populated areas in the UK.
The evidence is:  Regression analysis indicates that it is the overcrowding and poverty among ethnic populations that is significant for their tuberculosis mortality.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 80.14 %
crct  not found in model.
gprd  not found in model.
The claim is:  Cost effectiveness evaluations based on cRCT data accurately reflect prices for patients in actual clinical practice.
The evidence is:  Using RCT data rather than GPRD data for event probabilities, the mean cost was US$16k with the VIGOR RCT and US$20k with the CLASS RCT.   

Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 84.64 %
The claim is:  siRNA knockdown of A20 accelerates tumor progression in an in vivo murine xenograft model.
The evidence is:  In a mouse tumor model, local administration of siRNA significantly suppressed solid tumor growth.   

Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 51.3 %
The claim is:  Pioglitazone use is significantly associated with an increased risk of pancreatic cancer.
The evidence is:  Crude incidences of prostate and pancreatic cancer in pioglitazone users vs nonusers were 453.3 vs 449.3 and 81.1 vs 48.4 per 100,000 person-years, respectively.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 83.08 %
permeabilization  not found in model.
momp  not found in model.
The claim is:  Cytochrome c is transferred from cytosol to the mitochondrial intermembrane space during apoptosis.
The evidence is:  Apoptosis that proceeds via the mitochondrial pathway involves mitochondrial outer membrane permeabilization (MOMP), responsible for the release of cytochrome c and other proteins of the mitochondrial intermembrane space.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 87.96 %
The claim is:  Including pharmacists in rounding teams reduces the incidence of adverse drug events (ADEs).
The evidence is:  RESULTS The rate of preventable ordering ADEs decreased by 66% from 10.4 per 1000 patient-days (95% confidence interval [CI], 7-14) before the intervention to 3.5 (95% CI, 1-5; P<.001) after the intervention.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 72.8 %
lcpufa  not found in model.
The claim is:  Long chain polyunsaturated fatty acids supplementation is associated with lower rates of atopic eczema at 1 year.
The evidence is:  RESULTS No differences were seen in the overall percentage of infants with immunoglobulin E associated allergic disease between the n-3 LCPUFA and control groups (32/368 (9%) v 43/338 (13%); unadjusted relative risk 0.68, 95% confidence interval 0.43 to 1.05, P=0.08; adjusted relative risk 0.70, 0.45 to 1.09, P=0.12), although the percentage of infants diagnosed as having atopic eczema (that is, eczema with associated sensitisation) was lower in the n-3 LCPUFA group (26/368 (7%) v 39/338 (12%); unadjusted relative risk 0.61, 0.38 to 0.98, P=0.04; adjusted relative risk 0.64, 0.40 to 1.02, P=0.06).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 74.31 %
foxo  not found in model.
foxo  not found in model.
The claim is:  FoxO3a activation in neuronal death is inhibited by reactive oxygen species (ROS).
The evidence is:  Thus, one way in which members of the Sir2 family of proteins may increase organismal longevity is by tipping FOXO-dependent responses away from apoptosis and toward stress resistance.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 65.6 %
yfp  not found in model.
The claim is:  Cellular clocks are not predictive of mitosis timing in NIH 3T3 cells.
The evidence is:  The analysis of thousands of circadian cycles in dividing cells clearly indicated that both oscillators tick in a 1:1 mode-locked state, with cell divisions occurring tightly 5 h before the peak in circadian Rev-Erbα-YFP reporter expression.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 70.03 %
hypoadiponectinemia  not found in model.
The claim is:  Lack of FGF21 in mice slows the rate of atherosclerotic plaque formation.
The evidence is:  FGF21 deficiency causes a marked exacerbation of atherosclerotic plaque formation and premature death in apolipoprotein E(-/-) mice, which is accompanied by hypoadiponectinemia and severe hypercholesterolemia.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 82.12 %
The claim is:  Individuals with Alzheimers who participate in six months of physical activity improve cognitive function for up to 18 months.
The evidence is:  CONCLUSIONS In this study of adults with subjective memory impairment, a 6-month program of physical activity provided a modest improvement in cognition over an 18-month follow-up period.   

Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 91.58 %
crct  not found in model.
coxibs  not found in model.
The claim is:  Cost effectiveness evaluations based on cRCT data lack external validity.
The evidence is:  CONCLUSIONS The published cost-effectiveness analyses of coxibs lacked external validity, did not represent patients in actual clinical practice, and should not have been used to inform prescribing policies.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 91.77 %
The claim is:  IL-10 production by monocytes inhibits CD4 + T cell response.
The evidence is:  Triggering of PD-1 expressed on monocytes by PD-L1 expressed on various cell types induced IL-10 production and led to reversible CD4+ T cell dysfunction.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 87.32 %
The claim is:  Patients in stable partnerships progress from HIV to death at the same rate as patients not in partnerships.
The evidence is:  CONCLUSIONS A stable partnership is associated with a slower rate of progression to AIDS or death in HIV infected patients receiving HAART.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 95.28 %
noacs  not found in model.
The claim is:  Stroke patients with prior use of direct oral anticoagulants have a higher risk of in-hospital mortality than stroke patients with prior use of warfarin.
The evidence is:  Prior use of NOACs, compared with prior use of warfarin, was associated with lower risk of in-hospital mortality.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 94.2 %
The claim is:  Natriuretic peptides protect against diabetes.
The evidence is:  In participants of our case-cohort study who were free of T2D and cardiovascular disease at baseline, we observed a 21% (95% CI 3%-36%) decreased risk of incident T2D per one standard deviation (SD) higher log-transformed NT-pro-BNP levels in analysis adjusted for age, sex, body mass index, systolic blood pressure, smoking, family history of T2D, history of hypertension, and levels of triglycerides, high-density lipoprotein cholesterol, and low-density lipoprotein cholesterol.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 44.61 %
ipscderived  not found in model.
The claim is:  Converting apoE4 to apoE3 by gene editing worsens the pathology associated with apoE4 in human iPSCderived neurons.
The evidence is:  Converting ApoE4 to ApoE3 by gene editing rescued these phenotypes, indicating the specific effects of ApoE4.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 85.28 %
The claim is:  Phase information is useful for predicting donor-recipient matches in organ transplantation.
The evidence is:  Genes that influence transplantation outcome could be identified by using linkage disequilibrium (LD)-mapping approaches, if the extended MHC haplotypes of the unrelated donor and recipient could be defined.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 83.61 %
lsil  not found in model.
hrhpv  not found in model.
The claim is:  Primary cervical cancer screening with HPV detection has lower longitudinal sensitivity than conventional cytology to detect cervical intraepithelial neoplasia grade 2.
The evidence is:  Primary screening for hrHPV generally detects more CIN2, CIN3 or cancer compared to cytology at cut-off atypical squamous cells of undetermined significance (ASC-US) or LSIL, but is less specific.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 80.87 %
tnfaip  not found in model.
The claim is:  TNFAIP3 is a glioblastoma tumor enhancer.
The evidence is:  Although inactivating mutations in A20 in lymphoma suggest A20 can act as a tumor suppressor, similar point mutations have not been identified through glioma genomic sequencing: in fact, our data suggest A20 may function as a tumor enhancer in glioma through promotion of GSC survival.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 54.5 %
nonexposure  not found in model.
nondrinking  not found in model.
The claim is:  Exercise reduces cancer mortality rates among Chinese citizens.
The evidence is:  CONCLUSIONS In this first study, to our knowledge, to quantify the combined impact of lifestyle-related factors on mortality outcomes in Chinese women, a healthier lifestyle pattern-including being of normal weight, lower central adiposity, participation in physical activity, nonexposure to spousal smoking, and higher fruit and vegetable intake-was associated with reductions in total and cause-specific mortality among lifetime nonsmoking and nondrinking women, supporting the importance of overall lifestyle modification in disease prevention.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 90.4 %
The claim is:  Cardiac tissue-resident macrophages directly contribute to electrical activity.
The evidence is:  These observations implicate macrophages in normal and aberrant cardiac conduction.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 76.45 %
The claim is:  A diminished ovarian reserve is a very strong indicator of infertility, even in an a priori non-infertile population.
The evidence is:  Women with high serum FSH values (>10 mIU/mL [n = 83]) did not have a significantly different predicted probability of conceiving after 6 cycles of attempt (63%; 95% CI, 50%-73%) compared with women (n = 654) with normal values (62%; 95% CI, 57%-66%) or after 12 cycles of attempt (82% [95% CI, 70%-89%] vs 75% [95% CI, 70%-78%], respectively).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 72.78 %
The claim is:  Incidence of sepsis has fallen substantially from 2009 to 2014.
The evidence is:  Conclusions and Relevance In clinical data from 409 hospitals, sepsis was present in 6% of adult hospitalizations, and in contrast to claims-based analyses, neither the incidence of sepsis nor the combined outcome of death or discharge to hospice changed significantly between 2009-2014.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 67.77 %
The claim is:  Ambulatory blood pressure monitoring is inaccurate at diagnosing hypertension.
The evidence is:  BACKGROUND The diagnosis of hypertension has traditionally been based on blood-pressure measurements in the clinic, but home and ambulatory measurements better correlate with cardiovascular outcome, and ambulatory monitoring is more accurate than both clinic and home monitoring in diagnosing hypertension.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 88.08 %
ipscderived  not found in model.
The claim is:  Converting apoE4 to apoE3 by gene editing prevents the pathology associated with apoE4 in human iPSCderived neurons.
The evidence is:  Converting ApoE4 to ApoE3 by gene editing rescued these phenotypes, indicating the specific effects of ApoE4.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 87.0 %
The claim is:  The proliferative capacity of neural progenitors differs across species.
The evidence is:  The extent of this additional cortical progenitor expansion differs among primates, leading to differences in the number of neurons generated by each progenitor cell.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 82.65 %
svct  not found in model.
The claim is:  Mutant mice lacking SVCT2 have severely reduced ascorbic acid levels in both brain and adrenals.
The evidence is:  Brain hemorrhage was unlikely to be simply a form of scurvy since Slc23a1−/− mice showed no hemorrhage in any other tissues and their skin had normal skin 4-hydroxyproline levels despite low ascorbic-acid content.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 89.7 %
normotensive  not found in model.
baroreflex  not found in model.
The claim is:  Sympathetic nerve activity is elevated throughout normal pregnancy.
The evidence is:  Muscle sympathetic nerve activity is increased during normotensive pregnancy while mean arterial pressure is maintained or reduced, suggesting baroreflex resetting.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 91.51 %
hypervariable  not found in model.
dscam  not found in model.
agdscam  not found in model.
hypervariable  not found in model.
The claim is:  Dscam1 acts as a hypervariable pattern-recognition receptor for the immune system.
The evidence is:  AgDscam is a hypervariable PRR of the A. gambiae innate immune system.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 73.13 %
subnuclear  not found in model.
The claim is:  Cellular differentiation of embryonic stem cells is accompanied by changes in replication timing, transcription and nuclear localization.
The evidence is:  Replication-timing changes were coordinated with transcription changes for weak promoters more than strong promoters, and were accompanied by rearrangements in subnuclear position.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 76.55 %
ribonucleolytic  not found in model.
The claim is:  In S. cerevisiae, the absence of RNA surveillance pathways reduces sensitivity to high iron conditions.
The evidence is:  These results show that RNA surveillance through multiple ribonucleolytic pathways plays a role in iron homeostasis in yeast to avoid the potentially toxic effects of the expression of the iron starvation response in iron-replete conditions.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 89.21 %
mtec  not found in model.
kappab  not found in model.
The claim is:  RANK-RANKL pathway signalling is linked to development of Aire-expressing medullary thymic epithelial cells.
The evidence is:  Here, we demonstrate crucial regulation of mTEC development by receptor activator of NF-kappaB (RANK) and CD40 signals.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 66.28 %
The claim is:  CD44v6 is not associated with constitutive and reprogrammed cancer stem cells driving cancer metastasis.
The evidence is:  Cytokines hepatocyte growth factor (HGF), osteopontin (OPN), and stromal-derived factor 1α (SDF-1), secreted from tumor associated cells, increase CD44v6 expression in CR-CSCs by activating the Wnt/β-catenin pathway, which promotes migration and metastasis.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 79.52 %
noncarriers  not found in model.
The claim is:  Female carriers of the Apolipoprotein E4 (APOE4) allele have longer lifetime exposure to estrogen due to an increased reproductive period.
The evidence is:  Risk of dementia associated with a longer reproductive period was most pronounced in APOE epsilon4 carriers (adjusted RR for >39 reproductive years compared with <34 reproductive years, 4.20 [95% CI, 1.97-8.92] for dementia and 3.42 [95% CI, 1.51-7.75] for AD), whereas in noncarriers, no clear association with dementia or AD was observed.   

Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 85.55 %
dusp  not found in model.
blbc  not found in model.
dusp  not found in model.
The claim is:  DUSP4 downregulation deactivates the Ras-ERK pathway
The evidence is:  Low concentrations of dual specificity protein phosphatase 4 (DUSP4), an ERK phosphatase, correlated with high post-NAC tumor cell proliferation and with basal-like breast cancer (BLBC) status.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 26.31 %
photostimulation  not found in model.
channelrhodopsin  not found in model.
The claim is:  Cardiac tissue-resident macrophages directly contribute to electrical activity.
The evidence is:  Photostimulation of channelrhodopsin-2-expressing macrophages improves atrioventricular conduction, whereas conditional deletion of connexin 43 in macrophages and congenital lack of macrophages delay atrioventricular conduction.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 68.56 %
The claim is:  Walking in traffic areas in London did not improve lung function in elderly adults.
The evidence is:  By contrast, these beneficial responses were attenuated after walking on Oxford Street.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 77.77 %
The claim is:  Bariatric surgery leads to negative outcomes in mental health.
The evidence is:  Bariatric surgery was, however, consistently associated with postoperative decreases in the prevalence of depression (7 studies; 8%-74% decrease) and the severity of depressive symptoms (6 studies; 40%-70% decrease).   

Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 84.44 %
The claim is:  Primary cervical cytology screening with HPV detection has higher longitudinal sensitivity to detect severe cervical intraepithelial neoplasia than conventional cytology.
The evidence is:  After conservative treatment of cervical pre-cancer, HPV testing picks up more quickly, with higher sensitivity and not lower specificity, residual or recurrent high-grade CIN than follow-up cytology.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 82.12 %
mical  not found in model.
mical  not found in model.
crmp  not found in model.
The claim is:  MICAL redox enzymes regulate actin dynamics.
The evidence is:  Sema3A stimulation generated hydrogen peroxide (H2O2) through MICAL (molecule interacting with CasL) and oxidized CRMP2, enabling it to form a disulfide-linked homodimer through cysteine-504.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 66.96 %
The claim is:  Physical activity does not improve cognitive function in individuals with Alzheimers.
The evidence is:  CONCLUSIONS In this study of adults with subjective memory impairment, a 6-month program of physical activity provided a modest improvement in cognition over an 18-month follow-up period.   

Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 86.42 %
The claim is:  Normal granulomas form in the presence of TNF in Zebrafish.
The evidence is:  Thus, TNF is not required for tuberculous granuloma formation, but maintains granuloma integrity indirectly by restricting mycobacterial growth within macrophages and preventing their necrosis.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 78.21 %
The claim is:  Students who perform poorly in the early years of medical school are at increased risk for professional misconduct later in their careers.
The evidence is:  CONCLUSIONS This small study suggests that male sex, a lower socioeconomic background, and early academic difficulties at medical school could be risk factors for subsequent professional misconduct.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 92.6 %
The claim is:  Pediatric SCD patients with vaso-occlusive crisis show increased morphine use after breathing 80 ppm iNO for 4 hours.
The evidence is:  Morphine use over 6 hours was significantly less in the INO group (mean cumulative use, 0.29 vs 0.44 mg/kg; P =.03) but was not different over 4 hours (0.26 vs 0.32 mg/kg; P =.21) or 24 hours (0.63 vs 0.91 mg/kg; P =.15).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 74.63 %
The claim is:  Sildenafil worsens erectile function in men who experience sexual dysfunction as a result of the use of SSRI antidepressants.
The evidence is:  CONCLUSION In our study, sildenafil effectively improved erectile function and other aspects of sexual function in men with sexual dysfunction associated with the use of SRI antidepressants.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 91.44 %
infectiveness  not found in model.
The claim is:  ART substantially reduces infectiveness of HIV-positive people.
The evidence is:  Considering the actual scale-up of ART in South Africa, seven models estimated that current HIV incidence is 17% to 32% lower than it would have been in the absence of ART.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 85.47 %
sivmac  not found in model.
The claim is:  Lice attenuated SIV vaccines induce a stronger antigen-specific T cell response in lymph node cells.
The evidence is:  Here we show that the degree of LAV-mediated protection against intravenous wild-type SIVmac239 challenge strongly correlates with the magnitude and function of SIV-specific, effector-differentiated T cells in the lymph node but not with the responses of such T cells in the blood or with other cellular, humoral and innate immune parameters.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 88.2 %
The claim is:  Energy balance requires hypothalamic glutamate neurotransmission.
The evidence is:  Thus, this study establishes glutamate as the primary neurotransmitter that mediates MC4Rs on Sim1 neurons in body weight regulation.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 78.86 %
redirections  not found in model.
catheterisations  not found in model.
The claim is:  Ultrasound guidance significantly reduces the number of needle insertion attempts necessary for a given procedure.
The evidence is:  CONCLUSIONS Ultrasound imaging can reduce the risk of failed or traumatic lumbar punctures and epidural catheterisations, as well as the number of needle insertions and redirections.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 86.05 %
kccq  not found in model.
The claim is:  Prescribed exercise training improves quality of life.
The evidence is:  After 3 months, there were no further significant changes in KCCQ score for either group (P = .85 for the difference between slopes), resulting in a sustained, greater improvement overall for the exercise group (P < .001).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 75.03 %
The claim is:  Students who perform poorly in the early years of medical school are at increased risk for professional misconduct later in their careers.
The evidence is:  Multivariable analysis showed that male sex (odds ratio 9.80, 95% confidence interval 2.43 to 39.44, P=0.001), lower social class (4.28, 1.52 to 12.09, P=0.006), and failure of early or preclinical examinations (5.47, 2.17 to 13.79, P<0.001) were independently associated with being a case.   

Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 84.25 %
noacs  not found in model.
The claim is:  Stroke patients with prior use of direct oral anticoagulants have a higher risk of in-hospital mortality than stroke patients with prior use of warfarin.
The evidence is:  Compared with patients with prior use of warfarin, patients with prior use of NOACs had a lower risk of in-hospital mortality (ARD, −5.7% [97.5% CI, −7.3% to −4.2%]; AOR, 0.75 [97.5% CI, 0.69 to 0.81]).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 92.19 %
The claim is:  The removal of reactive oxygen species by activated oncogenes contributes to the increased genomic instability of leukaemia cells.
The evidence is:  The oncogenic BCR/ABL tyrosine kinase induces constitutive DNA damage in Philadelphia chromosome (Ph)-positive leukemia cells.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 76.52 %
The claim is:  Mitochondria play a major role in apoptosis.
The evidence is:  Additionally, they participate in intermediary metabolism, calcium signaling, and apoptosis.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 70.41 %
tensional  not found in model.
larg  not found in model.
The claim is:  Guanine nucleotide exchange factors (GEFs) mediate RhoA activation in response to tensional forces on fibronectin-binding integrins.
The evidence is:  By combining biochemical and biophysical approaches, we identified two guanine nucleotide exchange factors (GEFs), LARG and GEF-H1, as key molecules that regulate the cellular adaptation to force.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 82.64 %
cecal  not found in model.
tmao  not found in model.
The claim is:  Higher plasma levels of I-carnitine, when associated with trimethylamine N-oxide, are positively correlated with cardiovascular events in humans.
The evidence is:  Chronic dietary L-carnitine supplementation in mice altered cecal microbial composition, markedly enhanced synthesis of TMA and TMAO, and increased atherosclerosis, but this did not occur if intestinal microbiota was concurrently suppressed.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 80.7 %
The claim is:  Integrated care is ineffective at tackling multiple comorbidities.
The evidence is:  Improvements from baseline on the Sheehan disability scale (-0.9, 95% confidence interval -1.5 to -0.2; P = 0.006) and global quality of life rating (0.7, 0.2 to 1.2; P = 0.005) were significantly greater at six and 12 months in patients in the intervention group.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 68.11 %
sympathoexcitation  not found in model.
nonpregnant  not found in model.
The claim is:  Sympathetic nerve activity is reduced throughout normal pregnancy.
The evidence is:  Peak sympathoexcitation was also greater in pregnant than in nonpregnant women, whether expressed as sympathetic burst frequency (+17±13 versus +7±8 bursts/min, P=0.049), burst incidence (+17±9 versus +6±11 bursts/100 hb, P=0.03), or total activity (+950±660 versus +363±414 arbitrary units, P=0.04).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 81.31 %
The claim is:  Patients with common epithelial cancers are less likely to have an emergency event as their first hospital admission if they live in resource-deprived areas.
The evidence is:  For example, 67.4% (3529/5237) of patients in the most deprived fifth of deprivation had anterior resection for rectal cancer compared with 75.5% (4497/5959) of patients in the least deprived fifth (1.34, 1.22 to 1.47).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 84.86 %
The claim is:  Varenicline monotherapy is more effective after 26 weeks of treatment compared to combination nicotine replacement therapies with varenicline or bupropion.
The evidence is:  At 26 weeks, 36.6% of the combination therapy group achieved prolonged and 38.2% achieved 7-day point-prevalence smoking abstinence compared with 27.6% and 31.9% in varenicline monotherapy (OR, 1.52; 95% CI, 1.04-2.22; P = .03 and OR, 1.32; 95% CI, 0.91-1.91; P = .14, respectively).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 78.2 %
The claim is:  Rhythmic expression of Cry1 translates directly into a circadian regulation of cAMP signaling in gluconeogenesis.
The evidence is:  Here we show that Creb activity during fasting is modulated by Cry1 and Cry2, which are rhythmically expressed in the liver.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 76.99 %
hspc  not found in model.
osteocyte  not found in model.
hspcs  not found in model.
The claim is:  Osteocytes have an essential role in G-CSF induced HSPC mobilization.
The evidence is:  Mice with targeted ablation of osteocytes or a disrupted osteocyte network have comparable numbers of HSPCs in the BM but fail to mobilize HSPCs in response to G-CSF.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 72.06 %
oacs  not found in model.
noacs  not found in model.
The claim is:  Stroke patients with prior use of direct oral anticoagulants have a higher risk of in-hospital mortality than stroke patients with prior use of warfarin.
The evidence is:  Compared with patients without prior use of OACs, the risk of in-hospital mortality was higher among patients with prior use of warfarin (adjusted risk difference [ARD], 9.0% [97.5% CI, 7.9% to 10.1%]; adjusted odds ratio [AOR], 1.62 [97.5% CI, 1.53 to 1.71]) and higher among patients with prior use of NOACs (ARD, 3.3% [97.5% CI, 1.7% to 4.8%]; AOR, 1.21 [97.5% CI, 1.11-1.32]).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 89.23 %
The claim is:  N348I mutations cause resistance to nevirapine.
The evidence is:  N348I also decreased susceptibility to nevirapine (7.4fold) and efavirenz (2.5-fold) and significantly potentiated resistance to these drugs when combined with K103N.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 81.2 %
The claim is:  Medications to treat obesity are highly effective.
The evidence is:  CONCLUSIONS Orlistat, sibutramine, and rimonabant modestly reduce weight, have differing effects on cardiovascular risk profiles, and have specific adverse effects.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 80.44 %
The claim is:  Primary cervical cytology screening with HPV detection has higher longitudinal sensitivity to detect severe cervical intraepithelial neoplasia than conventional cytology.
The evidence is:  INTERPRETATION HPV-based screening is more effective than cytology in preventing invasive cervical cancer, by detecting persistent high-grade lesions earlier and providing a longer low-risk period.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 84.0 %
The claim is:  Immune responses in immune cells are geographically segregated.
The evidence is:  Although the balance between systemic pro- and anti-inflammatory signals is crucial to TB disease outcome, here we find that these signals are physically segregated within each granuloma.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 70.95 %
decidualization  not found in model.
The claim is:  NR5A2 does not play a role in development of endometrial tissues.
The evidence is:  Hormone replacement permitted embryo implantation but was followed by gestational failure with impaired endometrial decidualization, compromised placental formation, fetal growth retardation and fetal death.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 71.94 %
The claim is:  Natriuretic peptides increase susceptibility to diabetes.
The evidence is:  CONCLUSIONS Our results provide evidence for a potential causal role of the BNP system in the aetiology of T2D.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 39.66 %
The claim is:  Microglia are an innate immune cell type of the peripheral nervous system.
The evidence is:  These physiological functions of microglia in the normal CNS begin during development and persist into maturity.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 74.17 %
The claim is:  Glial calcium waves influence seizures.
The evidence is:  We found that a Ca2+ elevation in astrocytes correlates with both the initial development and the maintenance of a focal, seizure-like discharge.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 63.91 %
The claim is:  H.pylori-mediated gastric cancer occurs due to the accumulation of mutations in host epithelial cells.
The evidence is:  H. pylori–mediated upregulation of AID resulted in the accumulation of nucleotide alterations in the TP53 tumor suppressor gene in gastric cells in vitro.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 88.51 %
sarco  not found in model.
The claim is:  Ca2+ cycling is a UCP1-independent thermogenic mechanism.
The evidence is:  Here we report a robust UCP1-independent thermogenic mechanism in beige fat that involves enhanced ATP-dependent Ca2+ cycling by sarco/endoplasmic reticulum Ca2+-ATPase 2b (SERCA2b) and ryanodine receptor 2 (RyR2).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 63.53 %
The claim is:  Varying expression levels of EBI2 affect the positioning and migration of B cells.
The evidence is:  Conversely, downregulation of EBI2 enabled B cells to access the center of follicles and promoted efficient GC formation.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 82.73 %
endothelia  not found in model.
The claim is:  Gpr124 increases BBB breakdown in mouse models of ischemic stroke.
The evidence is:  Here Gpr124 conditional knockout (CKO) in the endothelia of adult mice did not affect homeostatic BBB integrity, but resulted in BBB disruption and microvascular hemorrhage in mouse models of both ischemic stroke and glioblastoma, accompanied by reduced cerebrovascular canonical Wnt–β-catenin signaling.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 85.88 %
The claim is:  A diminished ovarian reserve is a very strong indicator of infertility, even in an a priori non-infertile population.
The evidence is:  Conclusions and Relevance Among women aged 30 to 44 years without a history of infertility who had been trying to conceive for 3 months or less, biomarkers indicating diminished ovarian reserve compared with normal ovarian reserve were not associated with reduced fertility.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 88.5 %
The claim is:  The DESMOND program demonstrates no significant impact on biochemical outcomes.
The evidence is:  After adjusting for baseline and cluster the difference was not significant (difference -0.02, 95% confidence interval -0.22 to 0.17).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 74.58 %
nonrandomized  not found in model.
The claim is:  Risk-adjusted mortality rates are similar in teaching and non-teaching hospitals.
The evidence is:  Conclusions  The available data are limited by their nonrandomized design, but overall they do not suggest that a healthcare facility's teaching status on its own markedly improves or worsens patient outcomes.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 85.23 %
The claim is:  Vaccinating the gastrointestinal tract induces protection of rectal and vaginal mucosa.
The evidence is:  Therefore, using this oral vaccine delivery system to target the large intestine, but not the small intestine, may represent a feasible new strategy for immune protection of rectal and vaginal mucosa.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 55.43 %
foxo  not found in model.
The claim is:  Forkhead 0 (fox0) transcription factors are involved in cellular differentiation.
The evidence is:  The forkhead O (FoxO) family of transcription factors participates in diverse physiologic processes, including induction of cell-cycle arrest, stress resistance, differentiation, apoptosis, and metabolism.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 85.45 %
The claim is:  The generation of reactive oxygen species by activated oncogenes contributes to the increased genomic instability of leukaemia cells.
The evidence is:  We find that BCR/ABL-induced reactive oxygen species (ROSs) cause chronic oxidative DNA damage resulting in double-strand breaks (DSBs) in S and G(2)/M cell cycle phases.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 82.42 %
asct  not found in model.
The claim is:  V-9302 inhibits antitumor responses by decreasing cell death and oxidative stress.
The evidence is:  Pharmacological blockade of ASCT2 with V-9302 resulted in attenuated cancer cell growth and proliferation, increased cell death, and increased oxidative stress, which collectively contributed to antitumor responses in vitro and in vivo.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 90.47 %
gluconeogenic  not found in model.
The claim is:  Rhythmic expression of Cry1 translates directly into a circadian regulation of cAMP signaling in gluconeogenesis.
The evidence is:  Cry1 expression was elevated during the night-day transition, when it reduced fasting gluconeogenic gene expression by blocking glucagon-mediated increases in intracellular cAMP concentrations and in the protein kinase A-mediated phosphorylation of Creb.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 76.21 %
The claim is:  Active Ly49Q induces neutrophil polarization.
The evidence is:  We propose that Ly49Q is pivotal in switching neutrophils to their polarized morphology and rapid migration upon inflammation, through its spatiotemporal regulation of membrane rafts and raft-associated signaling molecules.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 60.06 %
multiorgan  not found in model.
The claim is:  Lack of FGF21 in mice leads to atherosclerotic plaque formation.
The evidence is:  CONCLUSIONS FGF21 protects against atherosclerosis via fine tuning the multiorgan crosstalk among liver, adipose tissue, and blood vessels.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 77.54 %
myogenically  not found in model.
The claim is:  PTEN is a regulator for the transcriptional activity of SRF
The evidence is:  Factors inducing phenotypic switching promote loss of nuclear PTEN through nucleo-cytoplasmic translocation resulting in reduced myogenically active SRF, but enhanced SRF activity on target genes involved in proliferation.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 53.35 %
The claim is:  Mutations in RIM1 decrease levels of IME1 RNA.
The evidence is:  These findings suggest that RIM1 acts independently of MCK1 and IME4 to stimulate IME1 expression.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 66.23 %
hiemcnhi  not found in model.
The claim is:  TRAP+ osteoclasts regulate mature osteoblast maintenance.
The evidence is:  Mice with depletion of PDGF-BB in the tartrate-resistant acid phosphatase–positive cell lineage show significantly lower trabecular and cortical bone mass, serum and bone marrow PDGF-BB concentrations, and fewer CD31hiEmcnhi vessels compared to wild-type mice.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 66.7 %
The claim is:  Patients with common epithelial cancers are less likely to have an emergency event as their first hospital admission if they live in resource-deprived areas.
The evidence is:  There were some improvements in disparities between age groups but not for patients living in deprived areas over time.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 90.14 %
antinflammatory  not found in model.
The claim is:  Nonsteroidal antinflammatory drugs show potential anticancer indications.
The evidence is:  Aspirin and/or NSAID use was associated with a lower risk of colorectal cancer among individuals with rs2965667-TT genotype (prevalence, 28% vs 38%; OR, 0.66 [95% CI, 0.61-0.70]; P = 7.7 × 10(-33)) but with a higher risk among those with rare (4%) TA or AA genotypes (prevalence, 35% vs 29%; OR, 1.89 [95% CI, 1.27-2.81]; P = .002).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 59.72 %
diresidue  not found in model.
diresidues  not found in model.
rvds  not found in model.
hypervariable  not found in model.
The claim is:  The repeat-variable diresidue (RVD) in the loop of Transcription-Activator Like (TAL) effectors specifies the nucleotides-amino acid contact at the target promoter element.
The evidence is:  Each repeat comprises 33 to 35 conserved amino acids and targets a specific base pair by using two hypervariable residues [known as repeat variable diresidues (RVDs)] at positions 12 and 13.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 81.06 %
The claim is:  Activated Cdk5 phosphorylates the ATM protein in response to DNA damage.
The evidence is:  Thus, activation of Cdk5 by DNA damage serves as a critical signal to initiate the ATM response and regulate ATM-dependent cellular processes.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 83.63 %
The claim is:  Replacement of histone H2A with H2A.Z accelerates gene activation in yeasts by destabilizing +1 nucleosomes.
The evidence is:  Immunoprecipitation studies of nucleosome core particles (NCPs) show that NCPs that contain both H3.3 and H2A.Z are even less stable than NCPs containing H3.3 and H2A.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 57.35 %
triskelia  not found in model.
The claim is:  Clathrin stabilizes the spindle fiber apparatus during mitosis.
The evidence is:  Normal mitosis was rescued by clathrin triskelia but not the N-terminal domain of clathrin heavy chain, indicating that stabilization of kinetochore fibres was dependent on the unique structure of clathrin.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 49.61 %
The claim is:  Mutations in RIM1 raise levels of IME1 RNA.
The evidence is:  These findings suggest that RIM1 acts independently of MCK1 and IME4 to stimulate IME1 expression.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 69.6 %
The claim is:  YAP/TAZ is required in intestinal regeneration in mouse models of ulcerative colitis.
The evidence is:  In a defined cell culture system recapitulating the extracellular matrix remodeling observed in vivo, we show that a collagen 3D matrix supplemented with Wnt ligands is sufficient to sustain endogenous YAP/TAZ and induce conversion of cell fate.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 57.46 %
tmao  not found in model.
The claim is:  Higher plasma levels of I-carnitine, when associated with trimethylamine N-oxide, are positively correlated with cardiovascular events in humans.
The evidence is:  We demonstrate here that metabolism by intestinal microbiota of dietary L-carnitine, a trimethylamine abundant in red meat, also produces TMAO and accelerates atherosclerosis in mice.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 77.08 %
lrrk  not found in model.
lrrk  not found in model.
trichostatin  not found in model.
acetylase  not found in model.
The claim is:  Increased microtubule acetylation worsens interference of axonal transport caused by LRRK2 Roc-COR domain mutations.
The evidence is:  In vitro, increasing microtubule acetylation using deacetylase inhibitors or the tubulin acetylase αTAT1 prevents association of mutant LRRK2 with microtubules, and the deacetylase inhibitor trichostatin A (TSA) restores axonal transport.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 72.99 %
coavtivator  not found in model.
The claim is:  MafA ubiquitination increases the recruitment of coavtivator P/CAF by MafA.
The evidence is:  Paradoxically, this phosphorylation increases MafA-transcriptional activity through the recruitment of the coactivator P/CAF.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 80.59 %
sucnr  not found in model.
The claim is:  Comparative transcriptome analysis identified new platelet proteins with structural features suggesting a role in platelet function.
The evidence is:  The identification of the succinate receptor SUCNR1 in platelets is of particular interest, because physiologically relevant concentrations of succinate were shown to potentiate the effect of low doses of a variety of platelet agonists.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 76.28 %
The claim is:  Sepsis related mortality has remained stable between 2009-2014.
The evidence is:  Conclusions and Relevance In clinical data from 409 hospitals, sepsis was present in 6% of adult hospitalizations, and in contrast to claims-based analyses, neither the incidence of sepsis nor the combined outcome of death or discharge to hospice changed significantly between 2009-2014.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 80.82 %
The claim is:  Physical activity does not improve cognitive function in individuals with Alzheimers.
The evidence is:  RESULTS In an intent-to-treat analysis, participants in the intervention group improved 0.26 points (95% confidence interval, -0.89 to 0.54) and those in the usual care group deteriorated 1.04 points (95% confidence interval, 0.32 to 1.82) on the ADAS-Cog at the end of the intervention.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 77.89 %
mofetil  not found in model.
The claim is:  Systemic immunosuppressive (IS) therapy does not enhance the chance of cancer mortality in patients with inflammatory eye disease (IED)
The evidence is:  Patients who used azathioprine, methotrexate, mycophenolate mofetil, ciclosporin, systemic corticosteroids, or dapsone had overall and cancer mortality similar to that of patients who never took immunosuppressive drugs.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 85.35 %
The claim is:  Birth-weight is negatively associated with breast cancer.
The evidence is:  CONCLUSIONS This pooled analysis of individual participant data is consistent with birth size, and in particular birth length, being an independent correlate of breast cancer risk in adulthood.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 83.63 %
foxo  not found in model.
downregulates  not found in model.
foxo  not found in model.
The claim is:  The minor G allele of FOXO3 downregulates pro-inflammatory cytokines.
The evidence is:  Minor allele carriage is shown to limit inflammatory responses in monocytes via a FOXO3-driven pathway, which through TGFβ1 reduces production of proinflammatory cytokines, including TNFα, and increases production of anti-inflammatory cytokines, including IL-10.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 75.27 %
The claim is:  In young and middle-aged adults, current or remote uses of ADHD medications increase the risk of serious cardiovascular events.
The evidence is:  The multivariable-adjusted rate ratio (RR) of serious cardiovascular events for current use vs nonuse of ADHD medications was 0.83 (95% CI, 0.72-0.96).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 80.28 %
ctla  not found in model.
The claim is:  CD28 signals regulate trafficking of murine auto-reactive T cells into target tissues.
The evidence is:  Here, we demonstrate that the CD28 co-stimulatory pathway regulates the trafficking of self-reactive Ctla4(-/-) T cells to tissues.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 92.53 %
esrrb  not found in model.
interactome  not found in model.
tcfcp  not found in model.
The claim is:  There is no known interaction between Pioneer factor OCT3/4 and major chromatin remodeling factors.
The evidence is:  Subsequent purification of Oct4 partners Sall4, Tcfcp2l1, Dax1, and Esrrb resulted in an Oct4 interactome of 166 proteins, including transcription factors and chromatin-modifying complexes with documented roles in self-renewal, but also many factors not previously associated with the ESC network.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 86.58 %
The claim is:  Cognitive behavioral therapy is an ineffective treatment for insomnia
The evidence is:  RESULTS CBT resulted in improved short- and long-term outcomes compared with zopiclone on 3 out of 4 outcome measures.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 61.42 %
The claim is:  The relationship between a breast cancer patient's capacity to metabolize tamoxifen and treatment outcome is independent of the patient's genetic make-up.
The evidence is:  CONCLUSION Among women with breast cancer treated with tamoxifen, there was an association between CYP2D6 variation and clinical outcomes, such that the presence of 2 functional CYP2D6 alleles was associated with better clinical outcomes and the presence of nonfunctional or reduced-function alleles with worse outcomes.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 93.38 %
The claim is:  Patients with common epithelial cancers  are more likely to have an emergency event as their first hospital admission if they live in resource-deprived areas.
The evidence is:  For example, the adjusted odds ratio for patients with breast cancer in the least compared with most deprived fifth of deprivation was 0.63 (95% confidence interval 0.60 to 0.66) and the adjusted odds ratio for patients with lung cancer aged 80-89 compared with those aged 50-59 was 3.13 (2.93 to 3.34).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 84.85 %
The claim is:  Side effects associated with antidepressants do not represent a mortality risk to postmenopausal women.
The evidence is:  The group of other antidepressants was associated with the highest adjusted hazard ratios for all cause mortality (1.66, 1.56 to 1.77), attempted suicide/self harm (5.16, 3.90 to 6.83), stroke/transient ischaemic attack (1.37, 1.22 to 1.55), fracture (1.64, 1.46 to 1.84), and epilepsy/seizures (2.24, 1.60 to 3.15), compared with when antidepressants were not being used.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 86.02 %
The claim is:  Pre-mRNAs associated with spliceosomal components are less stable than unassociated splicing substrates.
The evidence is:  We propose that the connection between transcription by Pol II and pre-mRNA splicing guarantees an extended half-life and proper processing of nascent pre-mRNAs.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 74.62 %
extrafollicular  not found in model.
plasmablast  not found in model.
The claim is:  Varying expression levels of EBI2 affect the positioning and migration of B cells.
The evidence is:  Here, we show that expression of the orphan G protein-coupled receptor Epstein-Barr virus-induced gene 2 (EBI2, also known as GPR183) by activated B cells was essential for their movement to extrafollicular sites and induction of early plasmablast responses.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 84.2 %
The claim is:  Primary cervical cytology screening with HPV detection has higher longitudinal sensitivity to detect severe cervical intraepithelial neoplasia than conventional cytology.
The evidence is:  BACKGROUND Human papillomavirus (HPV) testing is known to be more sensitive, but less specific than cytology for detecting cervical intraepithelial neoplasia (CIN).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 88.78 %
redirections  not found in model.
The claim is:  Ultrasound guidance significantly reduces the number of traumatic procedures when attempting needle insertion.
The evidence is:  Ultrasound imaging also significantly reduced the risk of traumatic procedures (risk ratio 0.27 (0.11 to 0.67), P=0.005), the number of insertion attempts (mean difference -0.44 (-0.64 to -0.24), P<0.001), and the number of needle redirections (mean difference -1.00 (-1.24 to -0.75), P<0.001).   

Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 93.28 %
coavtivator  not found in model.
The claim is:  MafA ubiquitination decreases the recruitment of coavtivator P/CAF by MafA.
The evidence is:  Paradoxically, this phosphorylation increases MafA-transcriptional activity through the recruitment of the coactivator P/CAF.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 79.34 %
The claim is:  There is a positive correlation between hip fractures and statin use.
The evidence is:  After adjusting for extent of statin use in the prior 3 years, current use (on the index date) was associated with a 71% reduction in risk (adjusted OR, 0.29; 95% CI, 0.10-0.81).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 69.25 %
The claim is:  Klf2 is important for proper myeloid cell function.
The evidence is:  Collectively, these observations identify KLF2 as a tonic repressor of myeloid cell activation in vivo and an essential regulator of the innate immune system.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 86.49 %
lrrk  not found in model.
lrrk  not found in model.
trichostatin  not found in model.
acetylase  not found in model.
The claim is:  Increased microtubule acetylation exacerbates LRRK2 Roc-COR domain mutation induced locomotor deficits.
The evidence is:  In vitro, increasing microtubule acetylation using deacetylase inhibitors or the tubulin acetylase αTAT1 prevents association of mutant LRRK2 with microtubules, and the deacetylase inhibitor trichostatin A (TSA) restores axonal transport.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 67.66 %
pcsk  not found in model.
pcsk  not found in model.
The claim is:  PCSK9 inhibitors decrease plasma Lp(a) levels.
The evidence is:  Inhibition of PCSK9 also results in reductions of plasma lipoprotein (a) levels.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 85.58 %
The claim is:  Ly49Q directs the organization of neutrophil polarization by regulating membrane raft functions.
The evidence is:  Ly49Q-dependent polarization and migration were affected by Ly49Q regulation of membrane raft functions.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 87.52 %
monocytic  not found in model.
The claim is:  Klf4 is not required for proper myeloid cell differentiation.
The evidence is:  The inflammation-selective effects of loss-of-KLF4 and the gain-of-KLF4-induced monocytic differentiation in HL60 cells identify KLF4 as a key regulator of monocytic differentiation and a potential target for translational immune modulation.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 75.97 %
The claim is:  YAP/TAZ is required in intestinal regeneration in mouse models of ulcerative colitis.
The evidence is:  The fate change is orchestrated by remodeling the extracellular matrix (ECM), increased FAK/Src signaling, and ultimately YAP/TAZ activation.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 55.34 %
enzalutamide  not found in model.
The claim is:  Retinoic acid receptor-related orphan receptor gamma (RORγ) is a therapeutic target for castration-resistant prostate cancer (CRPC)
The evidence is:  Finally, ROR-γ antagonists suppressed tumor growth in multiple AR-expressing, but not AR-negative, xenograft PCa models, and they effectively sensitized CRPC tumors to enzalutamide, without overt toxicity, in mice.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 75.65 %
demethylases  not found in model.
The claim is:  Removal of H3K9me3 by ectopic expression of other H3K9 demethylases improves reprogramming efficiency in SCNT experiments.
The evidence is:  Moreover, KDM4E plays a more crucial role in IVF and SCNT embryonic development, and overexpression of KDM4E can restore the global transcriptome, improve blastocyst formation and increase the cloning efficiency of SCNT embryos.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 76.58 %
The claim is:  Genetic deletion of JAM-A increases gut permeability.
The evidence is:  Mice lacking junctional adhesion molecule A (JAM-A, encoded by F11r) exhibit enhanced intestinal epithelial permeability, bacterial translocation, and elevated colonic lymphocyte numbers, yet do not develop colitis.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 77.78 %
multinodular  not found in model.
euthyroid  not found in model.
The claim is:  Radioiodine treatment of non-toxic multinodular goitre increases thyroid volume.
The evidence is:  In 45 patients treated with one dose and remaining euthyroid the median thyroid volume was reduced from 73 (interquartile range 50-106) ml to 29 (23-48) ml at 24 months in the 39 patients in whom this was measured during follow up.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 74.99 %
The claim is:  Diabetes remission occurs less in people treated with conventional therapy than in people treated with laparoscopic adjustable gastric banding surgery.
The evidence is:  Relative risk of remission for the surgical group was 5.5 (95% confidence interval, 2.2-14.0).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 73.49 %
The claim is:  Active Ly49Q prevents neutrophil polarization.
The evidence is:  We propose that Ly49Q is pivotal in switching neutrophils to their polarized morphology and rapid migration upon inflammation, through its spatiotemporal regulation of membrane rafts and raft-associated signaling molecules.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 63.09 %
The claim is:  Ultrasound guidance significantly reduces the number of traumatic procedures when attempting needle insertion.
The evidence is:  Ultrasound imaging reduced the risk of failed procedures (risk ratio 0.21 (95% confidence interval 0.10 to 0.43), P<0.001).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 86.25 %
iics  not found in model.
The claim is:  Upon viral challenge, influenza-specific memory CD4+ T cells greatly diminish the early production of inflammatory chemokines in the lung.
The evidence is:  We found that the response of memory, but not naive, CD4+ T cells enhances production of multiple innate inflammatory cytokines and chemokines (IICs) in the lung and that, during influenza infection, this leads to early control of virus.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 95.48 %
The claim is:  CCL19 is a ligand for CCR7.
The evidence is:  Soluble CCL21 functionally resembles the second CCR7 ligand, CCL19, which lacks anchoring residues and forms soluble gradients.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 52.49 %
The claim is:  Amitriptyline is an effective treatment for chronic tension-type headaches.
The evidence is:  Combined therapy was more likely to produce clinically significant (>/=50%) reductions in headache index scores (64% of participants) than antidepressant medication (38% of participants; P =.006), stress management therapy (35%; P =.003), or placebo (29%; P =.001).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 80.06 %
The claim is:  A diminished ovarian reserve does not solely indicate infertility in an a priori non-infertile population.
The evidence is:  Conclusions and Relevance Among women aged 30 to 44 years without a history of infertility who had been trying to conceive for 3 months or less, biomarkers indicating diminished ovarian reserve compared with normal ovarian reserve were not associated with reduced fertility.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 83.34 %
panicprone  not found in model.
hcrt  not found in model.
orx  not found in model.
The claim is:  Hypocretin neurones suppress panicprone state in rats.
The evidence is:  Here we show that activation of ORX-synthesizing neurons is necessary for developing a panic-prone state in the rat panic model, and either silencing of the hypothalamic gene encoding ORX (Hcrt) with RNAi or systemic ORX-1 receptor antagonists blocks the panic responses.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 60.95 %
catheterisations  not found in model.
The claim is:  Ultrasound guidance significantly reduces the number of traumatic procedures when attempting needle insertion.
The evidence is:  Risk reduction was similar when subgroup analysis was performed for lumbar punctures (risk ratio 0.19 (0.07 to 0.56), P=0.002) or epidural catheterisations (0.23 (0.09 to 0.60), P=0.003).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 76.59 %
The claim is:  Gastric infection with Helicobacter pylori decreases risk of gastric cancer in humans.
The evidence is:  CONCLUSIONS H pylori infection may be an important cause of gastric cancer; between 35% and 55% of all cases may be associated with such an infection.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 84.57 %
mical  not found in model.
mical  not found in model.
The claim is:  MICAL redox enzymes regulate actin dynamics.
The evidence is:  Moreover, we provide evidence that the generation of reactive oxygen species by MICAL proteins is crucial for their actin-regulatory function.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 68.23 %
tumoural  not found in model.
mdsc  not found in model.
syngeneic  not found in model.
The claim is:  Cancer cells can stimulate the accumulation of intra-tumoural myeloid-derived suppressor cells by promoting granulocyte colony stimulating factor production.
The evidence is:  Here, integrating human tumour genomics and syngeneic mammary tumour models, we demonstrate that mTOR signalling in cancer cells dictates a mammary tumour's ability to stimulate MDSC accumulation through regulating G-CSF.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 83.87 %
ohd  not found in model.
The claim is:  Vitamin D deficiency effects birth weight.
The evidence is:  Pregnant women with low 25-OHD levels had an increased risk of bacterial vaginosis and lower birth weight infants, but not delivery by caesarean section.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 79.09 %
The claim is:  Bone marrow cells don't contribute to adult macrophage compartments.
The evidence is:  We also found that after bone marrow transplantation, host macrophages retained the capacity to expand when the development of donor macrophages was compromised.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 79.44 %
The claim is:  Knockout proximal tubule-specific deletion of the BMP receptor Alk3 causes epithelial damage.
The evidence is:  We also found that its deletion in the tubular epithelium leads to enhanced TGF-β1-Smad family member 3 (Smad3) signaling, epithelial damage and fibrosis, suggesting a protective role for Alk3-mediated signaling in the kidney.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 75.73 %
The claim is:  Tuberculosis incidence occurs at higher rates in more sparsely populated areas in the UK.
The evidence is:  For the white population, overcrowding was associated with tuberculosis rates independently of other variables (P=0.0036).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 83.5 %
hyperphagia  not found in model.
corroboratively  not found in model.
The claim is:  Hypothalamic glutamate neurotransmission is unrelated to energy balance.
The evidence is:  Corroboratively, selective disruption of glutamate release from adult PVH neurons led to rapid obesity development via reduced energy expenditure and hyperphagia.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 73.01 %
immunodeficient  not found in model.
mtec  not found in model.
mtecs  not found in model.
The claim is:  RANK-RANKL pathway signalling has no known association with development of Aire-expressing medullary thymic epithelial cells.
The evidence is:  We show that RANKL signals from this cell promote the maturation of RANK-expressing CD80−Aire− mTEC progenitors into CD80+Aire+ mTECs, and that transplantation of RANK-deficient thymic stroma into immunodeficient hosts induces autoimmunity.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 82.96 %
foxo  not found in model.
foxo  not found in model.
The claim is:  The minor G allele of FOXO3 up-regulates IL-10.
The evidence is:  Minor allele carriage is shown to limit inflammatory responses in monocytes via a FOXO3-driven pathway, which through TGFβ1 reduces production of proinflammatory cytokines, including TNFα, and increases production of anti-inflammatory cytokines, including IL-10.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 61.88 %
microcytosis  not found in model.
homozygosity  not found in model.
The claim is:  Patients with microcytosis and higher erythrocyte count were more resistant to severe malarial anaemia when infected with Plasmodium falciparum.
The evidence is:  Alpha(+)-thalassaemia homozygosity confers considerable protection against severe malaria, including severe malarial anaemia (SMA) (Hb concentration < 50 g/l), but does not influence parasite count.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 77.85 %
ateriosus  not found in model.
The claim is:  Early patent ductus ateriosus (PDA) screening increases in-hospital mortality.
The evidence is:  CONCLUSIONS AND RELEVANCE In this national population-based cohort of extremely preterm infants, screening echocardiography before day 3 of life was associated with lower in-hospital mortality and likelihood of pulmonary hemorrhage but not with differences in necrotizing enterocolitis, severe bronchopulmonary dysplasia, or severe cerebral lesions.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 77.5 %
The claim is:  Antiretroviral therapy increases rates of tuberculosis across a broad range of CD4 strata.
The evidence is:  Antiretroviral therapy is strongly associated with a reduction in the incidence of tuberculosis in all baseline CD4 count categories: (1) less than 200 cells/µl (hazard ratio [HR] 0.16, 95% confidence interval [CI] 0.07 to 0.36), (2) 200 to 350 cells/µl (HR 0.34, 95% CI 0.19 to 0.60), (3) greater than 350 cells/µl (HR 0.43, 95% CI 0.30 to 0.63), and (4) any CD4 count (HR 0.35, 95% CI 0.28 to 0.44).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 86.76 %
immunodeficient  not found in model.
mtec  not found in model.
mtecs  not found in model.
The claim is:  RANK-RANKL pathway signalling is linked to development of Aire-expressing medullary thymic epithelial cells.
The evidence is:  We show that RANKL signals from this cell promote the maturation of RANK-expressing CD80−Aire− mTEC progenitors into CD80+Aire+ mTECs, and that transplantation of RANK-deficient thymic stroma into immunodeficient hosts induces autoimmunity.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 82.5 %
The claim is:  Bacterial meningitis can be diagnosed on the basis of positive cerebrospinal fluid (CSF) cultures.
The evidence is:  A CSF-blood glucose ratio of 0.4 or less (likelihood ratio [LR], 18; 95% CI, 12-27]), CSF white blood cell count of 500/muL or higher (LR, 15; 95% CI, 10-22), and CSF lactate level of 31.53 mg/dL or more (> or =3.5 mmol/L; LR, 21; 95% CI, 14-32) accurately diagnosed bacterial meningitis.   

Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 75.69 %
The claim is:  A T helper 2 cell (Th2) environment impedes disease development in patients with systemic lupus erythematosus (SLE).
The evidence is:  Thus, in Lyn(-/-) mice, basophils and IgE autoantibodies amplify autoantibody production that leads to lupus nephritis, and in individuals with SLE IgE autoantibodies and activated basophils are factors associated with disease activity and nephritis.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 82.28 %
lncrnas  not found in model.
lincrna  not found in model.
posttranscriptional  not found in model.
The claim is:  Trans-acting factors, such as lncRNAs, influence mRNA translation.
The evidence is:  Here we report a posttranscriptional function for lincRNA-p21 as a modulator of translation.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 64.63 %
microcytosis  not found in model.
microcytosis  not found in model.
The claim is:  Patients with microcytosis and higher erythrocyte count are more vulnerable to severe malarial anaemia when infected with Plasmodium falciparum.
The evidence is:  CONCLUSIONS The increased erythrocyte count and microcytosis in children homozygous for alpha(+)-thalassaemia may contribute substantially to their protection against SMA.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 68.84 %
The claim is:  PKG-la does not have a large impact on expression of spinal long term potentiation in PGK-la knockout mice.
The evidence is:  Patch clamp recordings showed that activity-induced LTP at identified synapses between nociceptors and spinal neurons projecting to the periaqueductal grey (PAG) was completely abolished in SNS-PKG-I(-/-) mice, although basal synaptic transmission was not affected.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 72.49 %
infectiveness  not found in model.
The claim is:  ART has no effect on the infectiveness of HIV-positive people.
The evidence is:  CONCLUSIONS Mathematical models evaluating the impact of ART vary substantially in structure, complexity, and parameter choices, but all suggest that ART, at high levels of access and with high adherence, has the potential to substantially reduce new HIV infections.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 82.75 %
The claim is:  In young and middle-aged adults, current or remote uses of ADHD medications increase the risk of serious cardiovascular events.
The evidence is:  CONCLUSIONS Among young and middle-aged adults, current or new use of ADHD medications, compared with nonuse or remote use, was not associated with an increased risk of serious cardiovascular events.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 98.25 %
dusp  not found in model.
blbc  not found in model.
dusp  not found in model.
The claim is:  DUSP4 downregulation deactivates the Ras-ERK pathway
The evidence is:  BLBC had higher DUSP4 promoter methylation and gene expression patterns of Ras-ERK pathway activation relative to other breast cancer subtypes.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 50.05 %
The claim is:  Excess gestational weight gain is associated with obesity-related pregnancy outcomes.
The evidence is:  Among the interventions, those based on diet are the most effective and are associated with reductions in maternal gestational weight gain and improved obstetric outcomes.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 90.26 %
The claim is:  Increased diastolic blood pressure (DBP) is associated with abdominal aortic aneurysm.
The evidence is:  Compared with diastolic blood pressure, raised systolic blood pressure had a greater effect on angina, myocardial infarction, and peripheral arterial disease, whereas raised diastolic blood pressure had a greater effect on abdominal aortic aneurysm than did raised systolic pressure.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 90.87 %
woscops  not found in model.
The claim is:  In British Men, haplogroup I decreases risk of cardiovascular disease.
The evidence is:  Carriers of haplogroup I had about a 50% higher age-adjusted risk of coronary artery disease than did men with other Y chromosome lineages in BHF-FHS (odds ratio 1·75, 95% CI 1·20-2·54, p=0·004), WOSCOPS (1·45, 1·08-1·95, p=0·012), and joint analysis of both populations (1·56, 1·24-1·97, p=0·0002).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 87.48 %
comymv  not found in model.
The claim is:  Commelina yellow mottle virus' (ComYMV) genome consists of 2140 baise pairs.
The evidence is:  Analysis of the genome sequence indicates that the genome is 7489 bp in size and that the transcribed strand contains three open reading frames capable of encoding proteins of 23, 15 and 216 kd.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 60.89 %
The claim is:  Sympathetic nerve activity is elevated throughout normal pregnancy.
The evidence is:  Pregnant women had elevated baseline sympathetic burst incidence (43 ± 2 vs. 33 ± 2 bursts/100 heart beats, P = 0.01) and total sympathetic activity (1,811 ± 148 vs. 1,140 ± 55 au, P < 0.01) relative to controls.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 78.59 %
The claim is:  Primary cervical cancer screening with HPV detection has lower longitudinal sensitivity than conventional cytology to detect cervical intraepithelial neoplasia grade 2.
The evidence is:  INTERPRETATION HPV-based screening is more effective than cytology in preventing invasive cervical cancer, by detecting persistent high-grade lesions earlier and providing a longer low-risk period.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 84.39 %
The claim is:  The relationship between a breast cancer patient's capacity to metabolize tamoxifen and treatment outcome is independent of the patient's genetic make-up.
The evidence is:  Compared with extensive metabolizers, there was a significantly increased risk of recurrence for heterozygous extensive/intermediate metabolizers (time to recurrence adjusted hazard ratio [HR], 1.40; 95% confidence interval [CI], 1.04-1.90) and for poor metabolizers (time to recurrence HR, 1.90; 95% CI, 1.10-3.28).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 70.55 %
iics  not found in model.
The claim is:  Enhanced early production of inflammatory chemokines damages viral control in the lung.
The evidence is:  We found that the response of memory, but not naive, CD4+ T cells enhances production of multiple innate inflammatory cytokines and chemokines (IICs) in the lung and that, during influenza infection, this leads to early control of virus.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 90.68 %
The claim is:  The generation of reactive oxygen species by activated oncogenes contributes to the increased genomic instability of leukaemia cells.
The evidence is:  We propose that the following series of events may contribute to genomic instability of Ph-positive leukemias: BCR/ABL --> ROSs --> oxidative DNA damage --> DSBs in proliferating cells --> unfaithful HRR and NHEJ repair.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 77.6 %
lkb  not found in model.
phospate  not found in model.
lipogenesis  not found in model.
lipogenesis  not found in model.
The claim is:  Inhibiting glucose-6-phospate dehydrogenase improves lipogenesis by deactivating LKB1-AMPK signaling.
The evidence is:  We found that suppression of 6PGD decreased lipogenesis and RNA biosynthesis and elevated ROS levels in cancer cells, attenuating cell proliferation and tumour growth.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 58.74 %
lmna  not found in model.
progerinonly  not found in model.
hgps  not found in model.
lmna  not found in model.
hgps  not found in model.
The claim is:  Genomic sequences involved in alternative splicing responsible for Hutchinson-Gilford progeria syndrome (HGPS) are abundant in the ''progerinonly'' allele of Lmna knock-in models.
The evidence is:  Hutchinson-Gilford progeria syndrome (HGPS) is a childhood premature aging disease caused by a spontaneous point mutation in lamin A (encoded by LMNA), one of the major architectural elements of the mammalian cell nucleus.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 86.53 %
The claim is:  Dexamethasone increases risk of postoperative bleeding.
The evidence is:  Two of 53 (4%; 95% CI, 0.5%-13%)
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 15.97 %
The claim is:  Bariatric surgery leads to positive outcomes in mental health.
The evidence is:  Bariatric surgery was, however, consistently associated with postoperative decreases in the prevalence of depression (7 studies; 8%-74% decrease) and the severity of depressive symptoms (6 studies; 40%-70% decrease).   

Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 82.44 %
The claim is:  Piezo1 channels are sensors for cell migration in epithelial cells.
The evidence is:  This interaction was confirmed by co-immunoprecipitation and co-localisation of TFF1 and Piezo1 in GES-1 cells.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 71.12 %
The claim is:  Depletion of nitric oxide is responsible for vasospasm.
The evidence is:  All 8 control monkeys developed significant vasospasm of the right middle cerebral artery, which was complicated by stroke and death in 1 animal.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 40.79 %
srgp  not found in model.
srgp  not found in model.
The claim is:  Activation of the Rac1 homolog CED-10 kills viable cells in SRGP-1 mutant Caenorhabditis elegans.
The evidence is:  We show that SRGP-1 functions in engulfing cells and functions as a GTPase activating protein (GAP) for CED-10 (Rac1).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 69.73 %
The claim is:  Treatment with a protein named FN restores regenerative abilities of aged muscles.
The evidence is:  Deletion of the gene encoding FN from young regenerating muscles replicates the aging phenotype and leads to a loss of MuSC numbers.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 79.03 %
mtec  not found in model.
The claim is:  RANK-RANKL pathway signalling has no known association with development of Aire-expressing medullary thymic epithelial cells.
The evidence is:  Whereas only RANK signaling was essential for mTEC development during embryogenesis, in postnatal mice, cooperation between CD40 and RANK signals was required for mTEC development to successfully establish the medullary microenvironment.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 80.41 %
The claim is:  Amitriptyline is an effective treatment for chronic tension-type headaches.
The evidence is:  A reduction in headache intensity of at least 50% was found in 31.8% on AO, in 26.9% on AM and in 26.6% on PL (PAO-PL = .5657, PAM-PL = 1.000, PAO-AM = .5715).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 67.85 %
The claim is:  BRCA 1 mutation carriers' risk of breast and ovarian cancer depends on where the mutation is located.
The evidence is:  Mutations conferring nonsense-mediated decay were associated with differential breast or ovarian cancer risks and an earlier age of breast cancer diagnosis for both BRCA1 and BRCA2 mutation carriers.   

Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 91.02 %
The claim is:  Pre-mRNAs associated with spliceosomal components are more stable than unassociated splicing substrates.
The evidence is:  We propose that the connection between transcription by Pol II and pre-mRNA splicing guarantees an extended half-life and proper processing of nascent pre-mRNAs.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 68.31 %
epscs  not found in model.
nmdars  not found in model.
The claim is:  Energy balance requires hypothalamic glutamate neurotransmission.
The evidence is:  Activation of AgRP neurons by fasting, as assessed by c-Fos, Agrp and Npy mRNA expression, AMPA receptor-mediated EPSCs, depolarization and firing rates, required NMDARs.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 70.83 %
The claim is:  Glioblastoma multiforme (GBM) is characterized by extensive invasion, rapid growth, necrosis, and angiogenesis.
The evidence is:  These include glioblastoma multiforme (GBM), which is characterized by independent but interrelated features of extensive invasion into normal brain parenchyma, rapid growth, necrosis, and angiogenesis.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 90.61 %
demethylases  not found in model.
The claim is:  Removal of H3K9me3 by ectopic expression of other H3K9 demethylases decreases reprogramming efficiency in SCNT experiments.
The evidence is:  Moreover, KDM4E plays a more crucial role in IVF and SCNT embryonic development, and overexpression of KDM4E can restore the global transcriptome, improve blastocyst formation and increase the cloning efficiency of SCNT embryos.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 73.26 %
prometaphase  not found in model.
The claim is:  Cyclin A2 destruction is necessary to switch from unstable to stable kt-mt attachments in mitosis.
The evidence is:  The switch to more stable k-MT attachments in metaphase requires the proteasome-dependent destruction of cyclin A in prometaphase.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 87.99 %
The claim is:  DRD1 proteins enable Pol V transcription in vivo.
The evidence is:  Pol IVb/Pol V transcription requires the chromatin-remodeling protein DRD1 but is independent of siRNA biogenesis.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 81.75 %
myofibroblasts  not found in model.
The claim is:  AMP-activated protein kinase (AMPK) activation reduces inflammation-related fibrosis in the lungs.
The evidence is:  Pharmacological activation of AMPK in myofibroblasts from lungs of humans with IPF display lower fibrotic activity, along with enhanced mitochondrial biogenesis and normalization of sensitivity to apoptosis.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 82.39 %
The claim is:  Inhibiting focal adhesion formation increases the rate at which cells convert mechanical strain into inflammation and fibrosis.
The evidence is:  Fibroblast-specific FAK knockout mice have substantially less inflammation and fibrosis than control mice in a model of hypertrophic scar formation.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 90.15 %
hyperhomocysteinemia  not found in model.
The claim is:  Intake of folic acid (FA) and vitamin B6 (VB6) increases levels of homocysteine.
The evidence is:  CONTEXT Hyperhomocysteinemia is caused by genetic and lifestyle influences, including low intakes of folate and vitamin B6.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 78.06 %
tnfaip  not found in model.
tnfalpha  not found in model.
gscs  not found in model.
The claim is:  TNFAIP3 is a glioblastoma tumor suppressor.
The evidence is:  Inhibiting A20 expression decreased GSC growth and survival through mechanisms associated with decreased cell-cycle progression and decreased phosphorylation of p65/RelA. Elevated levels of A20 in GSCs contributed to apoptotic resistance: GSCs were less susceptible to TNFalpha-induced cell death than matched non-stem glioma cells, but A20 knockdown sensitized GSCs to TNFalpha-mediated apoptosis.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 51.17 %
dusp  not found in model.
dusp  not found in model.
The claim is:  DUSP4 increases apoptosis.
The evidence is:  DUSP4 overexpression increased chemotherapy-induced apoptosis, whereas DUSP4 depletion dampened the response to chemotherapy.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 86.4 %
The claim is:  Inhibiting focal adhesion formation enables cells to convert mechanical strain into eventual scarring.
The evidence is:  Small-molecule inhibition of FAK blocks these effects in human cells and reduces scar formation in vivo through attenuated MCP-1 signaling and inflammatory cell recruitment.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 88.26 %
cgamp  not found in model.
The claim is:  IFI16 impedes STING phosphorylation and translocation, resulting in reduced activation of STING.
The evidence is:  IFI16 is also required for the cGAMP-induced activation of STING, and interacts with STING to promote STING phosphorylation and translocation.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 87.74 %
exosomal  not found in model.
The claim is:  Major vault protein (MVP) leads to more aggressive tumors by regulating the sorting of tumor suppressive miR-193a into extracellular vesicles (EVs).
The evidence is:  Knockout of MVP leads to miR-193a accumulation in the exosomal donor cells instead of exosomes, inhibiting tumour progression.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 86.46 %
The claim is:  PTEN is a regulator for the transcriptional activity of SRF
The evidence is:  Here we report that the lipid and protein phosphatase, PTEN, has a novel role in the nucleus by functioning as an indispensible regulator with SRF to maintain the differentiated SM phenotype.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 64.23 %
The claim is:  IL-6 signaling plays a major role in atherosclerotic cardiovascular disease.
The evidence is:  For every copy of 358Ala inherited, risk of coronary heart disease was reduced by 3·4% (1·8-5·0).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 79.97 %
The claim is:  Sepsis related mortality has risen from 2009 to 2014.
The evidence is:  In-hospital mortality using clinical criteria declined (−3.3%/y [95% CI, −5.6% to −1.0%], P = .004), but there was no significant change in the combined outcome of death or discharge to hospice (−1.3%/y [95% CI, −3.2% to 0.6%], P = .19).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 69.34 %
The claim is:  Natriuretic peptides increase susceptibility to diabetes.
The evidence is:  In participants of our case-cohort study who were free of T2D and cardiovascular disease at baseline, we observed a 21% (95% CI 3%-36%) decreased risk of incident T2D per one standard deviation (SD) higher log-transformed NT-pro-BNP levels in analysis adjusted for age, sex, body mass index, systolic blood pressure, smoking, family history of T2D, history of hypertension, and levels of triglycerides, high-density lipoprotein cholesterol, and low-density lipoprotein cholesterol.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 55.97 %
The claim is:  LDL cholesterol has a causal role in the development of cardiovascular disease.
The evidence is:  BACKGROUND LDL cholesterol has a causal role in the development of cardiovascular disease.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 98.58 %
pyridostatin  not found in model.
pyridostatin  not found in model.
The claim is:  Pyridostatin decreases telomere fragility in BRCA2-deficient cells.
The evidence is:  Treatment with the G4-stabilizing compound pyridostatin (PDS) increases telomere fragility in BRCA2-deficient cells, suggesting that G4 formation drives telomere instability.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 80.84 %
pyroptosis  not found in model.
The claim is:  Active caspase-11 protein promotes pyroptosis.
The evidence is:  We also determined that active mouse caspase-11 was required for restriction of L. pneumophila infection.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 67.55 %
The claim is:  Genomic aberrations of metastases provide information for targeted therapy.
The evidence is:  Mouse tumors that mimic the genetic heterogeneity of human cancers can aid our understanding of the clonal evolution of metastasis and provide a realistic model for the testing of novel therapies.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 81.67 %
The claim is:  CD44v6 is not associated with constitutive and reprogrammed cancer stem cells driving cancer metastasis.
The evidence is:  Thus, the metastatic process in colorectal cancer is initiated by CSCs through the expression of CD44v6, which is both a functional biomarker and therapeutic target.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 83.59 %
The claim is:  Cyclin A2 destruction is necessary to switch from unstable to stable kt-mt attachments in mitosis.
The evidence is:  Persistent cyclin A expression prevents k-MT stabilization even in cells with aligned chromosomes.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 74.78 %
pentamer  not found in model.
ddrb  not found in model.
pentameric  not found in model.
ddrb  not found in model.
The claim is:  The DdrB protein from Deinococcus radiodurans functions as a pentamer.
The evidence is:  DdrB forms a pentameric ring capable of binding single-stranded but not double-stranded DNA.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 30.29 %
deltex  not found in model.
deltex  not found in model.
The claim is:  Deltex interacts with eIF3. There is no known interaction between Deltex and elF3
The evidence is:  We also show that eIF3f is recruited to activated Notch on endocytic vesicles by the putative E3 ubiquitin ligase Deltex1, which serves as a bridging factor.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 61.15 %
runx  not found in model.
tlx  not found in model.
runx  not found in model.
tlx  not found in model.
The claim is:  RUNX1 is downregulated or mutated in TLX1 T-ALL.
The evidence is:  Notably, a network structure analysis of this hierarchical network identified RUNX1 as a key mediator of the T-ALL induced by TLX1 and TLX3 and predicted a tumor-suppressor role for RUNX1 in T cell transformation.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 16.18 %
iics  not found in model.
The claim is:  Upon viral challenge, influenza-specific memory CD4+ T cells greatly enhance the early production of inflammatory chemokines in the lung.
The evidence is:  We found that the response of memory, but not naive, CD4+ T cells enhances production of multiple innate inflammatory cytokines and chemokines (IICs) in the lung and that, during influenza infection, this leads to early control of virus.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 95.43 %
The claim is:  The C-type lectin receptor (CLEC-2) rearranges the actin cytoskeleton in dendritic cells to promote efficient motility along stromal surfaces.
The evidence is:  CLEC-2 activation triggered cell spreading via downregulation of RhoA activity and myosin light-chain phosphorylation and triggered F-actin-rich protrusions via Vav signaling and Rac1 activation.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 78.62 %
The claim is:  Pioglitazone use is significantly associated with an increased risk of prostate cancer.
The evidence is:  The increased prostate and pancreatic cancer risks associated with ever use of pioglitazone merit further investigation to assess whether they are causal or are due to chance, residual confounding, or reverse causality.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 89.1 %
hypervariable  not found in model.
dscam  not found in model.
dscam  not found in model.
hypervariable  not found in model.
The claim is:  Dscam1 acts as a hypervariable pattern-recognition receptor for the immune system.
The evidence is:  Here we report a novel role of an alternatively spliced hypervariable immunoglobulin domain-encoding gene, Dscam, in generating a broad range of PRRs implicated in immune defense in the malaria vector Anopheles gambiae.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 81.43 %
reaerosolized  not found in model.
The claim is:  Anthrax spores remain deadly until affected areas are decontaminated.
The evidence is:  More than 80% of the B anthracis particles collected on stationary monitors were within an alveolar respirable size range of 0.95 to 3.5 micro m.   CONCLUSIONS Bacillus anthracis spores used in a recent terrorist incident reaerosolized under common office activities.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 74.85 %
ohd  not found in model.
The claim is:  Vitamin D deficiency effects birth weight.
The evidence is:  Pregnant women with low serum 25-OHD levels had an increased risk of bacterial vaginosis and low birthweight infants but not delivery by caesarean section.   

Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 79.47 %
intrathymic  not found in model.
mtecs  not found in model.
The claim is:  RANK-RANKL pathway signalling is linked to development of Aire-expressing medullary thymic epithelial cells.
The evidence is:  Collectively, our data reveal cellular and molecular mechanisms leading to the generation of Aire+ mTECs and highlight a previously unrecognized role for CD4+3−RANKL+ inducer cells in intrathymic self-tolerance.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 70.25 %
surfactin  not found in model.
exopolymer  not found in model.
surfactin  not found in model.
The claim is:  Surfactin producing cells and exopolymer producing cells cooperate to generate "Van Gogh" bundles that have sliding abilities on specialized media.
The evidence is:  The formation of van Gogh bundles depends critically on the synergistic interaction of surfactin-producing and matrix-producing cells.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 83.15 %
The claim is:  Integrated care is ineffective at tackling multiple comorbidities.
The evidence is:  CONCLUSIONS Integrated care that covers chronic physical disease and comorbid depression can reduce social role disability and enhance global quality of life.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 81.1 %
microcin  not found in model.
The claim is:  Microcin J25 inhibits nucleoside triphosphate (NTP) binding.
The evidence is:  Biochemical results indicate that inhibition of transcription occurs at the level of NTP uptake or NTP binding by RNAP.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 60.09 %
tnfaip  not found in model.
The claim is:  TNFAIP3 is a glioblastoma tumor suppressor.
The evidence is:  Although inactivating mutations in A20 in lymphoma suggest A20 can act as a tumor suppressor, similar point mutations have not been identified through glioma genomic sequencing: in fact, our data suggest A20 may function as a tumor enhancer in glioma through promotion of GSC survival.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 52.8 %
ctla  not found in model.
The claim is:  CD28 signals regulate trafficking of murine auto-reactive T cells into target tissues.
The evidence is:  Concurrent ablation of the CD28-activated Tec family kinase ITK does not block spontaneous T cell activation but instead causes self-reactive Ctla4(-/-) T cells to accumulate in secondary lymphoid organs.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 86.36 %
postinfection  not found in model.
The claim is:  The latent infection of myeloid cells with human cytomegalovirus induces a number of changes in gene expression.
The evidence is:  We found that HCMV significantly up-regulated 583 (5.2%) of the total genes and down-regulated 621 (5.5%) of the total genes>or=1.5-fold at 4 h postinfection.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 71.84 %
glycaemic  not found in model.
The claim is:  Medications to treat obesity do not have side effects.
The evidence is:  Sibutramine improved [corrected] concentrations of high density lipoprotein cholesterol and triglycerides [corrected] Rimonabant improved concentrations of high density lipoprotein cholesterol and triglycerides, blood pressure, and glycaemic control in patients with diabetes but increased the risk of mood disorders.   

Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 82.52 %
kccq  not found in model.
The claim is:  Prescribed exercise training improves quality of life.
The evidence is:  At 3 months, usual care plus exercise training led to greater improvement in the KCCQ overall summary score (mean, 5.21; 95% confidence interval, 4.42 to 6.00) compared with usual care alone (3.28; 95% confidence interval, 2.48 to 4.09).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 81.5 %
The claim is:  Adult tissue-resident macrophages possess a self-renewing capacity.
The evidence is:  We have demonstrated that major tissue-resident macrophage populations, including liver Kupffer cells and lung alveolar, splenic, and peritoneal macrophages, are established prior to birth and maintain themselves subsequently during adulthood independent of replenishment by blood monocytes.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 80.26 %
pyridostatin  not found in model.
The claim is:  Pyridostatin induces checkpoint activation.
The evidence is:  Remarkably, PDS reduces proliferation of HR-defective cells by inducing DSB accumulation, checkpoint activation, and deregulated G2/M progression and by enhancing the replication defect intrinsic to HR deficiency.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 65.93 %
The claim is:  Cardiac tissue-resident macrophages directly contribute to electrical activity.
The evidence is:  Here, we show that cardiac macrophages facilitate electrical conduction through the distal atrioventricular node, where conducting cells densely intersperse with elongated macrophages expressing connexin 43.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 79.4 %
The claim is:  Migraine with aura is associated with ischemic stroke.
The evidence is:  Additional analyses indicated a significantly higher risk among people who had migraine with aura (2.16, 1.53 to 3.03) compared with people who had migraine without aura (1.23, 0.90 to 1.69; meta-regression for aura status P=0.02).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 53.57 %
noacs  not found in model.
oacs  not found in model.
The claim is:  Stroke patients with prior use of direct oral anticoagulants have a higher risk of in-hospital mortality than stroke patients with prior use of warfarin.
The evidence is:  The unadjusted in-hospital mortality rates were 32.6% for warfarin, 26.5% for NOACs, and 22.5% for no OACs.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 76.11 %
hypoadiponectinemia  not found in model.
The claim is:  Lack of FGF21 in mice increases life expectancy.
The evidence is:  FGF21 deficiency causes a marked exacerbation of atherosclerotic plaque formation and premature death in apolipoprotein E(-/-) mice, which is accompanied by hypoadiponectinemia and severe hypercholesterolemia.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 69.0 %
crct  not found in model.
gprd  not found in model.
The claim is:  Cost effectiveness evaluations based on cRCT data lack external validity.
The evidence is:  Using RCT data rather than GPRD data for event probabilities, the mean cost was US$16k with the VIGOR RCT and US$20k with the CLASS RCT.   

Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 81.01 %
nonhypertensive  not found in model.
The claim is:  Nonhypertensive people who are 55 years old have a 90% chance of developing hypertension during their lifetime.
The evidence is:  RESULTS The residual lifetime risks for developing hypertension and stage 1 high blood pressure or higher (greater-than-or-equal to 140/90 mm Hg regardless of treatment) were 90% in both 55- and 65-year-old participants.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 87.86 %
embryoid  not found in model.
immunodeficient  not found in model.
The claim is:  Human embryonic stem cells have the capacity to give rise to differentiated progeny representative of all three embryonic germ layers.
The evidence is:  The SCNT-hES-1 cells displayed typical ES cell morphology and cell surface markers and were capable of differentiating into embryoid bodies in vitro and of forming teratomas in vivo containing cell derivatives from all three embryonic germ layers in severe combined immunodeficient mice.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 88.01 %
The claim is:  Basophils promote disease development in patients with systemic lupus erythematosus (SLE).
The evidence is:  Individuals with SLE also have elevated serum IgE, self-reactive IgEs and activated basophils that express CD62 ligand (CD62L) and the major histocompatibility complex (MHC) class II molecule human leukocyte antigen-DR (HLA-DR), parameters that are associated with increased disease activity and active lupus nephritis.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 65.59 %
foxk  not found in model.
foxk  not found in model.
The claim is:  Foxk2 regulates autophagy genes in muscle cells and fibroblast cells.
The evidence is:  Here, we identify Foxk proteins (Foxk1 and Foxk2) as transcriptional repressors of autophagy in muscle cells and fibroblasts.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 89.25 %
The claim is:  Mutations in RIM1 raise levels of IME1 RNA.
The evidence is:  rim1 mutations cause reduced expression of IME1, which is required for expression of many meiotic genes, and thus lead to a partial defect in meiosis and spore formation.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 79.15 %
The claim is:  Amitriptyline is an effective treatment for chronic tension-type headaches.
The evidence is:  RESULTS Tricyclic antidepressant medication and stress management therapy each produced larger reductions in headache activity, analgesic medication use, and headache-related disability than placebo, but antidepressant medication yielded more rapid improvements in headache activity.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 84.77 %
The claim is:  Primary cervical cytology screening with HPV detection has higher longitudinal sensitivity to detect severe cervical intraepithelial neoplasia than conventional cytology.
The evidence is:  CONCLUSIONS When incorporated into a well established organised screening programme, primary HPV screening with cytology triage was more sensitive than conventional cytology in detecting CIN III+ lesions.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 77.34 %
The claim is:  Pioglitazone use is significantly associated with an increased risk of pancreatic cancer.
The evidence is:  The increased prostate and pancreatic cancer risks associated with ever use of pioglitazone merit further investigation to assess whether they are causal or are due to chance, residual confounding, or reverse causality.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 89.53 %
The claim is:  Cognitive behavioral therapy is an ineffective treatment for insomnia
The evidence is:  CONCLUSION These results suggest that interventions based on CBT are superior to zopiclone treatment both in short- and long-term management of insomnia in older adults.   

Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 73.93 %
The claim is:  Insulin effects appetite via ventral tegmental neurons.
The evidence is:  While insulin acutely stimulated firing frequency in 50% of dopaminergic VTA/SN neurons, this response was abolished in IR(ΔTh) mice.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 75.24 %
The claim is:  Mice lacking Sirt1 in Sf1-expressing neurons are immune to diet-induced obesity and insulin resistance.
The evidence is:  Conversely, mice overexpressing SIRT1 in SF1 neurons are more resistant to diet-induced obesity and insulin resistance due to increased energy expenditure and enhanced skeletal muscle insulin sensitivity.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 91.95 %
The claim is:  Diminished ovarian reserve is a reliable indicator of infertility in a non-infertile population.
The evidence is:  Women with high urinary FSH values (>11.5 mIU/mg creatinine [n = 69]) did not have a significantly different predicted probability of conceiving after 6 cycles of attempt (61%; 95% CI, 46%-74%) compared with women (n = 660) with normal values (62%; 95% CI, 58%-66%) or after 12 cycles of attempt (70% [95% CI, 54%-80%] vs 76% [95% CI, 72%-80%], respectively).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 66.63 %
nonstatin  not found in model.
The claim is:  There is a positive correlation between hip fractures and statin use.
The evidence is:  Clear relationships were observed between the degree of reduction in hip fracture risk and the extent of statin use; there was no evidence of such relationships with nonstatin lipid-lowering agents.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 83.76 %
The claim is:  Diabetic patients with acute coronary syndrome experience decreased short-term and long-term risk for bleeding events.
The evidence is:  Diabetes independently predicted mortality (relative risk [RR], 1.57; 95% CI, 1.38 to 1.81; P:<0.001), as well as cardiovascular death, new myocardial infarction, stroke, and new congestive heart failure.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 87.86 %
srgp  not found in model.
srgp  not found in model.
The claim is:  Activation of the Rac1 homolog CED-10 kills viable cells in SRGP-1 mutant Caenorhabditis elegans.
The evidence is:  Interestingly, loss of srgp-1 function promotes not only the clearance of already dead cells, but also the removal of cells that have been brought to the verge of death through sublethal apoptotic, necrotic or cytotoxic insults.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 44.77 %
disfavors  not found in model.
The claim is:  Low nucleosome occupancy correlates with high methylation levels across species.
The evidence is:  Clustered methylation occurs at unprecedented densities and directly disfavors nucleosomes, contributing to nucleosome positioning between clusters.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 75.59 %
infectiveness  not found in model.
The claim is:  ART substantially reduces infectiveness of HIV-positive people.
The evidence is:  For a scenario in which 80% of HIV-infected individuals start treatment on average 1 y after their CD4 count drops below 350 cells/µl and 85% remain on treatment after 3 y, the models projected that HIV incidence would be 35% to 54% lower 8 y after the introduction of ART, compared to a counterfactual scenario in which there is no ART.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 88.55 %
lrrk  not found in model.
lrrk  not found in model.
trichostatin  not found in model.
acetylase  not found in model.
The claim is:  Increased microtubule acetylation repairs interference of axonal transport caused by LRRK2 Roc-COR domain mutations.
The evidence is:  In vitro, increasing microtubule acetylation using deacetylase inhibitors or the tubulin acetylase αTAT1 prevents association of mutant LRRK2 with microtubules, and the deacetylase inhibitor trichostatin A (TSA) restores axonal transport.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 74.15 %
nmdars  not found in model.
The claim is:  Energy balance requires hypothalamic glutamate neurotransmission.
The evidence is:  Deletion of NMDARs from AgRP neurons markedly reduced weight, body fat and food intake whereas deletion from POMC neurons had no effect.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 66.77 %
microcytosis  not found in model.
The claim is:  Patients with microcytosis and higher erythrocyte count are more vulnerable to severe malarial anaemia when infected with Plasmodium falciparum.
The evidence is:  We estimated that the haematological profile in children homozygous for alpha(+)-thalassaemia reduces the risk of SMA during acute malaria compared to children of normal genotype (relative risk 0.52; 95% confidence interval [CI] 0.24-1.12, p = 0.09).   

Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 73.56 %
The claim is:  Gastric infection with Helicobacter pylori increases risk of gastric cancer in humans.
The evidence is:  CONCLUSIONS H pylori infection may be an important cause of gastric cancer; between 35% and 55% of all cases may be associated with such an infection.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 86.62 %
The claim is:  H.pylori-mediated gastric cancer occurs due to the accumulation of mutations in host epithelial cells.
The evidence is:  Our findings provide evidence that aberrant AID expression caused by H. pylori infection might be a mechanism of mutation accumulation in the gastric mucosa during H. pylori–associated gastric carcinogenesis.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 86.99 %
redirections  not found in model.
The claim is:  Ultrasound guidance significantly reduces the number of needle insertion attempts necessary for a given procedure.
The evidence is:  Ultrasound imaging also significantly reduced the risk of traumatic procedures (risk ratio 0.27 (0.11 to 0.67), P=0.005), the number of insertion attempts (mean difference -0.44 (-0.64 to -0.24), P<0.001), and the number of needle redirections (mean difference -1.00 (-1.24 to -0.75), P<0.001).   

Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 94.41 %
The claim is:  Patients in stable partnerships have a slower progression from HIV to AIDS.
The evidence is:  In an analysis stratified by previous antiretroviral therapy and clinical stage when starting HAART (US Centers for Disease Control and Prevention group A, B, or C), the adjusted hazard ratio for progression to AIDS or death was 0.79 (95% confidence interval 0.63 to 0.98) for participants with a stable partnership compared with those without.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 85.41 %
The claim is:  HbA1c consistently overestimates glycemic control in black individuals with Sickle cell trait (SCT).
The evidence is:  In unadjusted GEE analyses, for a given fasting glucose, HbA1c values were statistically significantly lower in those with (5.72%) vs those without (6.01%) SCT (mean HbA1c difference, −0.29%; 95% CI, −0.35% to −0.23%).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 70.37 %
costimulatory  not found in model.
The claim is:  Major antigen-induced signals from the T cell receptor and secondary signals from costimulatory receptors are required for T cell activation.
The evidence is:  Ligation of the CD28 receptor on T cells provides a critical second signal alongside T cell receptor (TCR) ligation for naive T cell activation.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 89.52 %
pyridostatin  not found in model.
The claim is:  Pyridostatin reduces proliferation of homologous recombination - defective cells.
The evidence is:  Remarkably, PDS reduces proliferation of HR-defective cells by inducing DSB accumulation, checkpoint activation, and deregulated G2/M progression and by enhancing the replication defect intrinsic to HR deficiency.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 82.68 %
pyridostatin  not found in model.
The claim is:  Pyridostatin encourages proliferation of homologous recombination - defective cells.
The evidence is:  Remarkably, PDS reduces proliferation of HR-defective cells by inducing DSB accumulation, checkpoint activation, and deregulated G2/M progression and by enhancing the replication defect intrinsic to HR deficiency.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 77.25 %
The claim is:  Cnn1 recruitment varies with cell cycle timing.
The evidence is:  Cnn1 activity peaks in anaphase and is driven by the Cdc28, Mps1 and Ipl1 kinases.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 66.14 %
infectiveness  not found in model.
The claim is:  ART substantially reduces infectiveness of HIV-positive people.
The evidence is:  CONCLUSIONS Mathematical models evaluating the impact of ART vary substantially in structure, complexity, and parameter choices, but all suggest that ART, at high levels of access and with high adherence, has the potential to substantially reduce new HIV infections.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 86.63 %
pdpn  not found in model.
The claim is:  The C-type lectin receptor (CLEC-2) rearranges the actin cytoskeleton in dendritic cells to promote efficient motility along stromal surfaces.
The evidence is:  Thus, activation of CLEC-2 by PDPN rearranges the actin cytoskeleton in DCs to promote efficient motility along stromal surfaces.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 91.98 %
The claim is:  Antidepressants increase the severity of migraines.
The evidence is:  Tricyclics significantly reduced the number of days with tension-type headache and number of headache attacks from migraine than placebo (average standardised mean difference -1.29, 95% confidence interval -2.18 to -0.39 and -0.70, -0.93 to -0.48) but not compared with selective serotonin reuptake inhibitors (-0.80, -2.63 to 0.02 and -0.20, -0.60 to 0.19).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 77.37 %
The claim is:  Birth-weight is negatively associated with breast cancer.
The evidence is:  RESULTS We found that heavier birth weights were associated with increased breast cancer risk, with studies involving five categories of birth weight identifying odds ratios (ORs) of 1.24 (95% confidence interval [CI] 1.04 to 1.48) for 4,000 g or more and 1.15 (95% CI 1.04 to 1.26) for 3,500 g to 3,999 g, relative to a birth weight of 2,500 to 2,599 g. These studies provided no support for a J-shaped relationship of birthweight to risk.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 84.81 %
yfp  not found in model.
The claim is:  Cellular clocks are associated with mitosis timing in NIH 3T3 cells.
The evidence is:  The analysis of thousands of circadian cycles in dividing cells clearly indicated that both oscillators tick in a 1:1 mode-locked state, with cell divisions occurring tightly 5 h before the peak in circadian Rev-Erbα-YFP reporter expression.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 77.34 %
The claim is:  N348I mutations reduce resistance to nevirapine.
The evidence is:  N348I also decreased susceptibility to nevirapine (7.4fold) and efavirenz (2.5-fold) and significantly potentiated resistance to these drugs when combined with K103N.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 86.3 %
The claim is:  Dexamethasone increases risk of postoperative bleeding.
The evidence is:  children who received placebo had bleeding compared with 6 of 53 (11%; 95% CI, 4%-23%), 2 of 51 (4%; 95% CI, 0.5%-13%), and 12 of 50 (24%; 95% CI, 13%-38%) who received dexamethasone at 0.05, 0.15, and 0.5 mg/kg, respectively (P = .003).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 56.18 %
The claim is:  Primary cervical cancer screening with HPV detection has lower longitudinal sensitivity than conventional cytology to detect cervical intraepithelial neoplasia grade 2.
The evidence is:  BACKGROUND Human papillomavirus (HPV) testing is known to be more sensitive, but less specific than cytology for detecting cervical intraepithelial neoplasia (CIN).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 89.0 %
apkcz  not found in model.
The claim is:  aPKCz causes tumour suppression by affecting glutamine metabolism.
The evidence is:  Taken together, this demonstrates that PKCζ is a critical metabolic tumor suppressor in mouse and human cancer.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 73.21 %
The claim is:  Pharmacist attendance at ward rounds reduces adverse events in wards.
The evidence is:  RESULTS The rate of preventable ordering ADEs decreased by 66% from 10.4 per 1000 patient-days (95% confidence interval [CI], 7-14) before the intervention to 3.5 (95% CI, 1-5; P<.001) after the intervention.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 72.0 %
gluconeogenic  not found in model.
The claim is:  Hypothalamic glutamate neurotransmission is unrelated to energy balance.
The evidence is:  These mice have hypoglycemia during fasting secondary to impaired fasting-induced increases in the glucose-raising pancreatic hormone glucagon and impaired induction in liver of mRNAs encoding PGC-1alpha and the gluconeogenic enzymes PEPCK and G6Pase.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 60.93 %
citrullinated  not found in model.
netosis  not found in model.
autoantigens  not found in model.
citrullinated  not found in model.
The claim is:  Citrullinated proteins externalized in neutrophil extracellular traps act indirectly to disrupt the inflammatory cycle.
The evidence is:  Indeed, during NETosis, neutrophils externalized the citrullinated autoantigens implicated in RA pathogenesis, and anti-citrullinated vimentin antibodies potently induced NET formation.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 74.53 %
The claim is:  Piezo1 channels are sensors for cell migration in epithelial cells.
The evidence is:  TFF1 interacts with the C-terminal portion of the Piezo1 protein.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 58.1 %
methoxycarbonylmethyl  not found in model.
thiouridine  not found in model.
The claim is:  mcm 5 s 2 U is required for proper decoding of NNR codons in eukaryotes.
The evidence is:  The wobble modification in tRNAs, 5-methoxycarbonylmethyl-2-thiouridine (mcm(5)s(2)U), is required for the proper decoding of NNR codons in eukaryotes.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 95.66 %
antinflammatory  not found in model.
The claim is:  Nonsteroidal antinflammatory drugs show potential anticancer indications.
The evidence is:  Regular use was associated with a lower risk of colorectal cancer among individuals with rs16973225-AA genotype (prevalence, 28% vs 38%; OR, 0.66 [95% CI, 0.62-0.71]; P = 1.9 × 10(-30)) but was not associated with risk of colorectal cancer among those with less common (9%) AC or CC genotypes (prevalence, 36% vs 39%; OR, 0.97 [95% CI, 0.78-1.20]; P = .76).   

Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 59.13 %
The claim is:  Mice that lack Interferon-γ or its receptor are highly susceptible to experimental autoimmune myocarditis.
The evidence is:  In contrast, IFN-gamma plays a protective role.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 54.79 %
myoepithelial  not found in model.
myoepithelial  not found in model.
The claim is:  In breast cancer, the loss of myoepithelial cells slows the transition of ductal carcinoma in situ to invasive carcinoma.
The evidence is:  Progression to invasion was promoted by fibroblasts and inhibited by normal myoepithelial cells.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 73.51 %
The claim is:  Major vault protein (MVP) leads to more aggressive tumors by regulating the sorting of tumor suppressive miR-193a into extracellular vesicles (EVs).
The evidence is:  In summary, our data demonstrate that MVP-mediated selective sorting of tumour suppressor miRNA into exosomes promotes tumour progression.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 73.8 %
traf  not found in model.
ikappab  not found in model.
mtec  not found in model.
ikkbeta  not found in model.
kappab  not found in model.
The claim is:  RANK-RANKL pathway signalling is linked to development of Aire-expressing medullary thymic epithelial cells.
The evidence is:  Ligation of RANK or CD40 on fetal thymic stroma in vitro induced mTEC development in a tumor necrosis factor-associated factor 6 (TRAF6)-, NF-kappaB inducing kinase (NIK)-, and IkappaB kinase beta (IKKbeta)-dependent manner.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 74.0 %
The claim is:  Mice lacking Sirt1 in Sf1-expressing neurons have increased susceptibility to diet-induced obesity and insulin resistance.
The evidence is:  Here, we show that mice lacking SIRT1 in steroidogenic factor 1 (SF1) neurons are hypersensitive to dietary obesity owing to maladaptive energy expenditure.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 84.67 %
myhc  not found in model.
The claim is:  Mice without IFN-γ or its receptor are highly susceptible to EAM induced with α-MyHC/CFA.
The evidence is:  Lack of IFN-gamma due to either depletion with an antibody or a genetic deficiency exacerbated myocarditis.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 79.34 %
The claim is:  Monoclonal antibody targeting of N-cadherin encourages castration resistance.
The evidence is:  N-cadherin–specific antibodies markedly delayed the time to emergence of castration resistance, markedly affected tumor histology and angiogenesis, and reduced both AKT serine-threonine kinase activity and serum interleukin-8 (IL-8) secretion.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 73.18 %
ihps  not found in model.
The claim is:  There is no relation between Erythromycin use and hypertrophic pyloric stenosis.
The evidence is:  CONCLUSIONS Treatment of young infants with macrolide antibiotics was strongly associated with IHPS and should therefore only be administered if potential treatment benefits outweigh the risk.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 37.73 %
The claim is:  Diminished ovarian reserve is a reliable indicator of infertility in a non-infertile population.
The evidence is:  After adjusting for age, body mass index, race, current smoking status, and recent hormonal contraceptive use, women with low AMH values (<0.7 ng/mL [n = 84]) did not have a significantly different predicted probability of conceiving by 6 cycles of attempt (65%; 95% CI, 50%-75%) compared with women (n = 579) with normal values (62%; 95% CI, 57%-66%) or by 12 cycles of attempt (84% [95% CI, 70%-91%] vs 75% [95% CI, 70%-79%], respectively).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 74.27 %
multiorgan  not found in model.
The claim is:  Lack of FGF21 in mice slows the rate of atherosclerotic plaque formation.
The evidence is:  CONCLUSIONS FGF21 protects against atherosclerosis via fine tuning the multiorgan crosstalk among liver, adipose tissue, and blood vessels.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 75.81 %
dusp  not found in model.
blbc  not found in model.
dusp  not found in model.
The claim is:  DUSP4 downregulation deactivates the Ras-ERK pathway
The evidence is:  Thus, DUSP4 downregulation activates the Ras-ERK pathway in BLBC, resulting in an attenuated response to anti-cancer chemotherapy.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 53.52 %
tocopheryl  not found in model.
The claim is:  Taking 400mg of α-tocopheryl acetate in combination with vitamin C reduces the risk of prostate cancer.
The evidence is:  Compared with placebo, vitamin E had no effect on the incidence of prostate cancer (active and placebo vitamin E groups, 9.1 and 9.5 events per 1000 person-years; hazard ratio [HR], 0.97; 95% confidence interval [CI], 0.85-1.09; P = .58) or total cancer (active and placebo vitamin E groups, 17.8 and 17.3 cases per 1000 person-years; HR, 1.04; 95% CI, 0.95-1.13; P = .41).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 81.44 %
autoreactive  not found in model.
The claim is:  A T helper 2 cell (Th2) environment impedes disease development in patients with systemic lupus erythematosus (SLE).
The evidence is:  We report that activation of basophils by autoreactive IgE causes their homing to lymph nodes, promoting T helper type 2 (T(H)2) cell differentiation and enhancing the production of self-reactive antibodies that cause lupus-like nephritis in mice lacking the Src family protein tyrosine kinase Lyn (Lyn(-/-) mice).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 76.88 %
The claim is:  Excess gestational weight gain is associated with obesity-related pregnancy outcomes.
The evidence is:  CONCLUSIONS Dietary and lifestyle interventions in pregnancy can reduce maternal gestational weight gain and improve outcomes for both mother and baby.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 90.42 %
androgenetic  not found in model.
haescs  not found in model.
haesc  not found in model.
The claim is:  Androgenetic haploid mouse embryonic stem cells (ESCs) can be derived and genetically manipulated in vitro.
The evidence is:  Strikingly, live mice can be obtained upon injection of AG-haESCs into MII oocytes, and these mice bear haESC-carried genetic traits and develop into fertile adults.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 68.73 %
The claim is:  Mice lacking Sirt1 in Sf1-expressing neurons are immune to diet-induced obesity and insulin resistance.
The evidence is:  Here, we show that mice lacking SIRT1 in steroidogenic factor 1 (SF1) neurons are hypersensitive to dietary obesity owing to maladaptive energy expenditure.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 82.17 %
The claim is:  Cell autonomous sex determination in somatic cells occurs in Galliformes.
The evidence is:  Our study demonstrates that avian somatic cells possess an inherent sex identity and that, in birds, sexual differentiation is substantively cell autonomous.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 89.46 %
The claim is:  Students who perform poorly in the early years of medical school are at increased risk for professional misconduct later in their careers.
The evidence is:  RESULTS Univariate conditional logistic regression analysis found that cases were more likely to be men, to be of lower estimated social class, and to have had academic difficulties during their medical course, especially in the early years.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 89.74 %
The claim is:  Angiotensin converting enzyme inhibitors are associated with decreased risk for functional renal insufficiency.
The evidence is:  Understanding the pathophysiological mechanisms and the common risk factors for ACE inhibitor–induced functional ARF is critical, because preventive strategies for ARF exist, and if effectively used, they may permit use of these compounds in a less restricted fashion.  
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 67.86 %
The claim is:  Active Ly49Q prevents neutrophil polarization.
The evidence is:  Here, we show that an inhibitory MHC I receptor, Ly49Q, was crucial for the swift polarization of and tissue infiltration by neutrophils.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 72.51 %
reaerosolized  not found in model.
The claim is:  Anthrax spores are very difficult to dispose once they are dispersed.
The evidence is:  More than 80% of the B anthracis particles collected on stationary monitors were within an alveolar respirable size range of 0.95 to 3.5 micro m.   CONCLUSIONS Bacillus anthracis spores used in a recent terrorist incident reaerosolized under common office activities.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 66.88 %
microcin  not found in model.
The claim is:  Microcin J25 encourages nucleoside triphosphate (NTP) binding.
The evidence is:  Biochemical results indicate that inhibition of transcription occurs at the level of NTP uptake or NTP binding by RNAP.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 56.34 %
The claim is:  Mice lacking Sirt1 in Sf1-expressing neurons have increased susceptibility to diet-induced obesity and insulin resistance.
The evidence is:  Conversely, mice overexpressing SIRT1 in SF1 neurons are more resistant to diet-induced obesity and insulin resistance due to increased energy expenditure and enhanced skeletal muscle insulin sensitivity.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 95.17 %
The claim is:  Monoclonal antibody targeting of N-cadherin encourages metastasis.
The evidence is:  Therapeutic targeting of this factor with monoclonal antibodies may have considerable clinical benefit.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 68.04 %
The claim is:  A breast cancer patient's capacity to metabolize tamoxifen influences treatment outcome.
The evidence is:  Compared with extensive metabolizers, there was a significantly increased risk of recurrence for heterozygous extensive/intermediate metabolizers (time to recurrence adjusted hazard ratio [HR], 1.40; 95% confidence interval [CI], 1.04-1.90) and for poor metabolizers (time to recurrence HR, 1.90; 95% CI, 1.10-3.28).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 64.76 %
wbrt  not found in model.
The claim is:  Whole brain radiotherapy increases the occurrence of new brain metastases.
The evidence is:  CONCLUSIONS Compared with SRS alone, the use of WBRT plus SRS did not improve survival for patients with 1 to 4 brain metastases, but intracranial relapse occurred considerably more frequently in those who did not receive WBRT.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 88.33 %
nonpregnant  not found in model.
The claim is:  Sympathetic nerve activity is elevated throughout normal pregnancy.
The evidence is:  Sympathetic activation was greater across all 3 minutes of cold pressor stimulation in the pregnant women relative to the nonpregnant controls.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 85.59 %
The claim is:  The latent infection of myeloid cells with human cytomegalovirus induces a number of changes in gene expression.
The evidence is:  Overall, the results identify that the HCMV-infected monocyte transcriptome displayed a unique M1/M2 polarization signature that was skewed toward the classical M1 activation phenotype.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 76.8 %
The claim is:  The removal of reactive oxygen species by activated oncogenes contributes to the increased genomic instability of leukaemia cells.
The evidence is:  We find that BCR/ABL-induced reactive oxygen species (ROSs) cause chronic oxidative DNA damage resulting in double-strand breaks (DSBs) in S and G(2)/M cell cycle phases.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 82.88 %
vgrg  not found in model.
tssl  not found in model.
vgrg  not found in model.
The claim is:  VgrG (Tssl) protein punctures membranes by forming a spike at the tip of the tube apparatus.
The evidence is:  Here we report that proteins from the PAAR (proline-alanine-alanine-arginine) repeat superfamily form a sharp conical extension on the VgrG spike, which is further involved in attaching effector domains to the spike.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 74.75 %
nonhypertensive  not found in model.
The claim is:  Nonhypertensive people who are 55 years old have a 90% chance of developing hypertension during their lifetime.
The evidence is:  CONCLUSION The residual lifetime risk for hypertension for middle-aged and elderly individuals is 90%, indicating a huge public health burden.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 86.97 %
mtecs  not found in model.
The claim is:  RANK-RANKL pathway signalling has no known association with development of Aire-expressing medullary thymic epithelial cells.
The evidence is:  Here we showed that emergence of the first cohorts of Aire(+) mTECs at this key developmental stage, prior to αβ T cell repertoire selection, was jointly directed by Rankl(+) lymphoid tissue inducer cells and invariant Vγ5(+) dendritic epidermal T cell (DETC) progenitors that are the first thymocytes to express the products of gene rearrangement.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 81.96 %
The claim is:  40mg/day dosage of folic acid and 2mg/day dosage of vitamin B12 does not affect chronic kidney disease (CKD) progression.
The evidence is:  CONCLUSION Treatment with high doses of folic acid and B vitamins did not improve survival or reduce the incidence of vascular disease in patients with advanced chronic kidney disease or end-stage renal disease.   

Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 91.57 %
The claim is:  The proliferative capacity of neural progenitors differs across species.
The evidence is:  Clonal lineage analysis showed that primate cortical progenitors proliferate for a protracted period of time, during which they generate early-born neurons, in contrast to rodents, where this expansion phase largely ceases before neurogenesis begins.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 76.32 %
The claim is:  Inhibiting focal adhesion formation increases the rate at which cells convert mechanical strain into inflammation and fibrosis.
The evidence is:  These findings collectively indicate that physical force regulates fibrosis through inflammatory FAK–ERK–MCP-1 pathways and that molecular strategies targeting FAK can effectively uncouple mechanical force from pathologic scar formation.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 81.61 %
svct  not found in model.
intraparenchymal  not found in model.
The claim is:  Mutant mice lacking SVCT2 have severely reduced ascorbic acid levels in both brain and adrenals.
The evidence is:  Slc23a1−/− mice died within a few minutes of birth with respiratory failure and intraparenchymal brain hemorrhage.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 73.31 %
The claim is:  Inhibiting HDAC6 increases survival of mice with ARID1A mutated tumors.
The evidence is:  Inhibition of HDAC6 activity using a clinically applicable small-molecule inhibitor significantly improved the survival of mice bearing ARID1A-mutated tumours.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 88.22 %
The claim is:  Two variants of chromosome 6q21 are associated with radiation therapy-induced second malignancies in pediatric Hodgkin lymphoma patients.
The evidence is:  We identified two variants at chromosome 6q21 associated with SMNs in survivors of Hodgkin's lymphoma treated with radiation therapy as children but not as adults.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 93.11 %
microdomains  not found in model.
The claim is:  T cell receptor /CD3 microdomains are required to induce the immunologic synapse.
The evidence is:  This conformational change at CD3 reverts upon ligand dissociation and is required for T cell activation.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 82.79 %
microcytosis  not found in model.
microcytosis  not found in model.
The claim is:  Patients with microcytosis and higher erythrocyte count were more resistant to severe malarial anaemia when infected with Plasmodium falciparum.
The evidence is:  CONCLUSIONS The increased erythrocyte count and microcytosis in children homozygous for alpha(+)-thalassaemia may contribute substantially to their protection against SMA.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 64.86 %
mtec  not found in model.
The claim is:  RANK-RANKL pathway signalling is linked to development of Aire-expressing medullary thymic epithelial cells.
The evidence is:  Hence, our data attributed a functional importance to the temporal development of Vγ5(+) γδ T cells during thymus medulla formation for αβ T cell tolerance induction and demonstrated a Rank-mediated reciprocal link between DETC and Aire(+) mTEC maturation.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 82.79 %
The claim is:  Asymptomatic visual impairment screening in elderly populations leads to improved vision.
The evidence is:  The inclusion of a visual screening component in the assessment did not result in improvements in self reported visual problems (pooled odds ratio 1.04:95% confidence interval 0.89 to 1.22).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 81.51 %
The claim is:  Human embryonic stem cells give rise to cell types from the outer embryonic germ layer, but not the other two layers.
The evidence is:  Embryonic stem (ES) cell lines derived from human blastocysts have the developmental potential to form derivatives of all three embryonic germ layers even after prolonged culture.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 93.94 %
The claim is:  Normal granulomas form in the absence of TNF in Zebrafish.
The evidence is:  In the absence of TNF, intracellular bacterial growth and granuloma formation were accelerated and was followed by necrotic death of overladen macrophages and granuloma breakdown.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 76.13 %
The claim is:  GATA3 regulates self-renewal capacity in bone marrow hematopoietic stem cells.
The evidence is:  In the present study, we show that Gata3-null mutant mice generate fewer LT-HSCs and that fewer Gata3-null LT-HSCs are in cycle.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 65.1 %
The claim is:  A diminished ovarian reserve is a very strong indicator of infertility, even in an a priori non-infertile population.
The evidence is:  Inhibin B levels (n = 737) were not associated with the probability of conceiving in a given cycle (hazard ratio per 1-pg/mL increase, 0.999; 95% CI, 0.997-1.001).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 64.8 %
chikv  not found in model.
chikv  not found in model.
eilv  not found in model.
The claim is:  Mice are incapable of producing neutralizing antibodies in reponse to the Chikungunya virus (CHIKV) produced in mosquitos.
The evidence is:  A single dose of EILV/CHIKV produced in mosquito cells elicited rapid (within 4 d) and long-lasting (>290 d) neutralizing antibodies that provided complete protection in two different mouse models.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 65.62 %
The claim is:  Including pharmacists in rounding teams reduces the incidence of adverse drug events (ADEs).
The evidence is:  CONCLUSIONS The presence of a pharmacist on rounds as a full member of the patient care team in a medical ICU was associated with a substantially lower rate of ADEs caused by prescribing errors.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 83.55 %
tnfaip  not found in model.
The claim is:  TNFAIP3 is a tumor enhancer in glioblastoma.
The evidence is:  Although inactivating mutations in A20 in lymphoma suggest A20 can act as a tumor suppressor, similar point mutations have not been identified through glioma genomic sequencing: in fact, our data suggest A20 may function as a tumor enhancer in glioma through promotion of GSC survival.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 54.5 %
The claim is:  Ca2+ cycling controls whole-body energy homeostasis in beige fat.
The evidence is:  In the absence of UCP1, beige fat dynamically expends glucose through enhanced glycolysis, tricarboxylic acid metabolism and pyruvate dehydrogenase activity for ATP-dependent thermogenesis through the SERCA2b pathway; beige fat thereby functions as a 'glucose sink' and improves glucose tolerance independently of body weight loss.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 71.57 %
nonpregnant  not found in model.
The claim is:  Sympathetic nerve activity is reduced throughout normal pregnancy.
The evidence is:  Sympathetic activation was greater across all 3 minutes of cold pressor stimulation in the pregnant women relative to the nonpregnant controls.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 88.0 %
reatment  not found in model.
The claim is:  Combination nicotine replacement therapies with varenicline or bupropion are more effective after 12 weeks of reatment compared to varenicline monotherapy.
The evidence is:  RESULTS At 12 weeks, 53.0% of the combination therapy group achieved prolonged smoking abstinence and 56.2% achieved 7-day point-prevalence smoking abstinence compared with 43.2% and 48.6% in varenicline monotherapy (odds ratio [OR], 1.49; 95% CI, 1.05-2.12; P = .03 and OR, 1.36; 95% CI, 0.95-1.93; P = .09, respectively).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 74.63 %
multinodular  not found in model.
multinodular  not found in model.
The claim is:  Radioiodine treatment of non-toxic multinodular goitre increases thyroid volume.
The evidence is:  CONCLUSIONS A substantial reduction in thyroid volume accompanied by a low incidence of hypothyroidism and few side effects makes the use of radioactive iodine an attractive alternative to surgery in selected cases of non-toxic multinodular goitre.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 86.91 %
The claim is:  Vitamin D is an important factor in the relationship between calcium and parathyroid hormone.
The evidence is:  CONCLUSIONS As long as vitamin D status is ensured, calcium intake levels of more than 800 mg/d may be unnecessary for maintaining calcium metabolism.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 82.54 %
The claim is:  Ambulatory blood pressure monitoring is inaccurate at diagnosing hypertension.
The evidence is:  If ambulatory monitoring is taken as the reference standard, then treatment decisions based on clinic or home blood pressure alone might result in substantial overdiagnosis.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 75.44 %
The claim is:  The latent infection of myeloid cells with human cytomegalovirus induces a number of changes in gene expression.
The evidence is:  Further ontology analysis revealed that genes implicated in classical M1 macrophage activation were stimulated by HCMV infection.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 85.34 %
The claim is:  HbA1c consistently overestimates glycemic control in black individuals with Sickle cell trait (SCT).
The evidence is:  Conclusions and Relevance Among African Americans from 2 large, well-established cohorts, participants with SCT had lower levels of HbA1c at any given concentration of fasting or 2-hour glucose compared with participants without SCT.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 72.42 %
The claim is:  Medications to treat obesity do not have side effects.
The evidence is:  CONCLUSIONS Orlistat, sibutramine, and rimonabant modestly reduce weight, have differing effects on cardiovascular risk profiles, and have specific adverse effects.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 81.48 %
The claim is:  Decreased diastolic blood pressure (DBP) is associated with abdominal aortic aneurysm.
The evidence is:  Compared with diastolic blood pressure, raised systolic blood pressure had a greater effect on angina, myocardial infarction, and peripheral arterial disease, whereas raised diastolic blood pressure had a greater effect on abdominal aortic aneurysm than did raised systolic pressure.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 90.84 %
The claim is:  The risk of cancer rises with level of alcohol consumption.
The evidence is:  We found that the risk of all-cause mortality, and of cancers specifically, rises with increasing levels of consumption, and the level of consumption that minimises health loss is zero.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 95.32 %
The claim is:  Integrated care is successful at tackling multiple comorbidities.
The evidence is:  Improvements from baseline on the Sheehan disability scale (-0.9, 95% confidence interval -1.5 to -0.2; P = 0.006) and global quality of life rating (0.7, 0.2 to 1.2; P = 0.005) were significantly greater at six and 12 months in patients in the intervention group.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 74.63 %
The claim is:  The risk of cancer rises with level of alcohol consumption.
The evidence is:  For populations aged 50 years and older, cancers accounted for a large proportion of total alcohol-attributable deaths in 2016, constituting 27·1% (95% UI 21·2–33·3) of total alcohol-attributable female deaths and 18·9% (15·3–22·6) of male deaths.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 79.03 %
The claim is:  Pharmacist attendance at ward rounds increases adverse events in wards.
The evidence is:  RESULTS The rate of preventable ordering ADEs decreased by 66% from 10.4 per 1000 patient-days (95% confidence interval [CI], 7-14) before the intervention to 3.5 (95% CI, 1-5; P<.001) after the intervention.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 73.91 %
citrullinated  not found in model.
netosis  not found in model.
The claim is:  Citrullinated proteins externalized in neutrophil extracellular traps act indirectly to perpetuate the inflammatory cycle via induction of autoantibodies.
The evidence is:  Moreover, the inflammatory cytokines interleukin-17A (IL-17A) and tumor necrosis factor-α (TNF-α) induced NETosis in RA neutrophils.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 64.22 %
nociceptor  not found in model.
The claim is:  PKG-la does not have a large impact on expression of pain hypersensitivity in PGK-la knockout mice.
The evidence is:  Our results thus indicate that presynaptic mechanisms involving an increase in release probability from nociceptors are operational in the expression of synaptic LTP on spinal-PAG projection neurons and that PKG-I localized in presynaptic nociceptor terminals plays an essential role in this process to regulate pain sensitivity.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 74.57 %
The claim is:  Antimicrobial agents are less effective due to the pressure of antimicrobial usage.
The evidence is:  Overusing antibiotics is not the only cause and reducing use is not the only solution   W arning signs of antimicrobial resistance, chinks in the antimicrobial armour, began to appear in the middle of the last century, and by the 1990s various reports had signalled the dangers of excessive or inappropriate use of antibiotics in clinical medicine and of the use of antibiotics in animal feed as growth promoters.1–3 Overuse of antimicrobials emerged as the main culprit, and reducing their use was seen as the answer.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 88.81 %
grsf  not found in model.
posttranscriptional  not found in model.
The claim is:  Post-transcriptional handling of mitochondrial transcripts occurs in mitochondrial RNA granules.
The evidence is:  These data implicate GRSF1 as a key regulator of posttranscriptional mitochondrial gene expression.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 78.36 %
pyridostatin  not found in model.
The claim is:  Pyridostatin induces double-strand breaks accumulation.
The evidence is:  Remarkably, PDS reduces proliferation of HR-defective cells by inducing DSB accumulation, checkpoint activation, and deregulated G2/M progression and by enhancing the replication defect intrinsic to HR deficiency.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 66.18 %
citrullinated  not found in model.
The claim is:  Citrullinated proteins externalized in neutrophil extracellular traps act indirectly to disrupt the inflammatory cycle.
The evidence is:  In turn, NETs significantly augmented inflammatory responses in RA and OA synovial fibroblasts, including induction of IL-6, IL-8, chemokines, and adhesion molecules.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 74.83 %
micromol  not found in model.
The claim is:  40mg/day dosage of folic acid and 2mg/day dosage of vitamin B12 does not affect chronic kidney disease (CKD) progression.
The evidence is:  RESULTS Mean baseline homocysteine level was 24.0 micromol/L in the vitamin group and 24.2 micromol/L in the placebo group.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 76.51 %
The claim is:  Walking in traffic areas in London did not improve lung function in elderly adults.
The evidence is:  Participants with COPD reported more cough (odds ratio [OR] 1·95, 95% CI 0·96-3·95; p<0·1), sputum (3·15, 1·39-7·13; p<0·05), shortness of breath (1·86, 0·97-3·57; p<0·1), and wheeze (4·00, 1·52-10·50; p<0·05) after walking down Oxford Street compared with Hyde Park.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 73.67 %
The claim is:  Reduction of Rpl38 alters the composition of the Hox gene mRNAs translation in mice without lowering overall protein synthesis.
The evidence is:  In Rpl38 mutant embryos, global protein synthesis is unchanged; however the translation of a select subset of Homeobox mRNAs is perturbed.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 86.01 %
tocopheryl  not found in model.
The claim is:  Taking 400mg of α-tocopheryl acetate does not prevent prostate cancer.
The evidence is:  CONCLUSIONS In this large, long-term trial of male physicians, neither vitamin E nor C supplementation reduced the risk of prostate or total cancer.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 80.31 %
ripk  not found in model.
fadd  not found in model.
The claim is:  The NF-κB essential modulator gene prevents intestinal inflammation by inhibiting receptor-interacting protein (RIP) kinase 1 kinase activity-mediated epithelial cell death.
The evidence is:  Inhibition of receptor-interacting protein kinase 1 (RIPK1) kinase activity or combined deficiency of Fas-associated via death domain protein (FADD) and RIPK3 prevented epithelial cell death, Paneth cell loss, and colitis development in mice with epithelial NEMO deficiency.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 91.65 %
kruppel  not found in model.
The claim is:  Klf2 is important for proper myeloid cell function.
The evidence is:  Herein, we identify the Kruppel-like transcription factor 2 (KLF2) as a potent regulator of myeloid cell activation in vivo.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 83.3 %
plasmablast  not found in model.
extrafollicular  not found in model.
plasmablast  not found in model.
The claim is:  B cells go though plasmablast differentiation and antibody production by continuous expression of EBI2.
The evidence is:  Here, we show that expression of the orphan G protein-coupled receptor Epstein-Barr virus-induced gene 2 (EBI2, also known as GPR183) by activated B cells was essential for their movement to extrafollicular sites and induction of early plasmablast responses.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 90.11 %
tnrc  not found in model.
tgfb  not found in model.
fgfr  not found in model.
The claim is:  Environmental factors can influence the development of breast cancer.
The evidence is:  METHODS We tested gene-environment interactions in 7610 women who developed breast cancer and 10 196 controls without the disease, studying the effects of 12 polymorphisms (FGFR2-rs2981582, TNRC9-rs3803662, 2q35-rs13387042, MAP3K1-rs889312, 8q24-rs13281615, 2p-rs4666451, 5p12-rs981782, CASP8-rs1045485, LSP1-rs3817198, 5q-rs30099, TGFB1-rs1982073, and ATM-rs1800054) in relation to prospectively collected information about ten established environmental risk factors (age at menarche, parity, age at first birth, breastfeeding, menopausal status, age at menopause, use of hormone replacement therapy, body-mass index, height, and alcohol consumption).   

Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 86.51 %
jmjd  not found in model.
supresses  not found in model.
The claim is:  JMJD6 catalyzes the hydroxylation of C-terminal lysine and supresses transcriptional activity.
The evidence is:  We found that p53 indeed exists as a hydroxylated protein in vivo and that the hydroxylation occurs mainly on lysine 382 of p53.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 69.63 %
The claim is:  The peak incidence of fractures occurs during pubertal growth spurt in early adolescents.
The evidence is:  CONTEXT The incidence of distal forearm fractures in children peaks around the time of the pubertal growth spurt, possibly because physical activity increases at the time of a transient deficit in cortical bone mass due to the increased calcium demand during maximal skeletal growth.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 88.2 %
The claim is:  Egr2 regulates the homeostasis of B and T cells.
The evidence is:  Egr2- and Egr3-defective B and T cells had hyperactive signal transducer and activator of transcription-1 (STAT1) and STAT3 while antigen receptor-induced activation of transcription factor AP-1 was severely impaired.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 77.99 %
The claim is:  Activation of PPM1D enhances p53 function.
The evidence is:  PPM1D mutations were mutually exclusive with TP53 mutations in BSG and attenuated p53 activation in vitro.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 77.27 %
The claim is:  Primary cervical cancer screening with HPV detection has lower longitudinal sensitivity than conventional cytology to detect cervical intraepithelial neoplasia grade 2.
The evidence is:  CONCLUSIONS The addition of an HPV test to the Pap test to screen women in their mid-30s for cervical cancer reduces the incidence of grade 2 or 3 cervical intraepithelial neoplasia or cancer detected by subsequent screening examinations.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 90.69 %
ponv  not found in model.
dependently  not found in model.
The claim is:  Dexamethasone increases risk of postoperative bleeding.
The evidence is:  CONCLUSION In this study of children undergoing tonsillectomy, dexamethasone decreased the risk of PONV dose dependently but was associated with an increased risk of postoperative bleeding.   

Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 87.12 %
mitokine  not found in model.
The claim is:  Autophagy deficiency in the liver increases vulnerability to insulin resistance.
The evidence is:  These findings suggest that autophagy deficiency and subsequent mitochondrial dysfunction promote Fgf21 expression, a hormone we consequently term a 'mitokine', and together these processes promote protection from diet-induced obesity and insulin resistance.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 85.43 %
The claim is:  Activated Cdk5 phosphorylates the ATM protein in response to DNA damage.
The evidence is:  Here we show that Cdk5 (cyclin-dependent kinase 5), activated by DNA damage, directly phosphorylates ATM at Ser 794 in post-mitotic neurons.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 89.08 %
myelosuppression  not found in model.
The claim is:  GATA3 regulates cell cycle progression in bone marrow hematopoietic stem cells.
The evidence is:  Furthermore, Gata3 mutant hematopoietic progenitor cells fail to be recruited into an increased cycling state after 5-fluorouracil-induced myelosuppression.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 83.59 %
microdomains  not found in model.
The claim is:  T cell receptor /CD3 microdomains are required to induce the immunologic synapse.
The evidence is:  T cell receptor (TCR-CD3) triggering involves both receptor clustering and conformational changes at the cytoplasmic tails of the CD3 subunits.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 85.18 %
congression  not found in model.
The claim is:  Clathrin stabilizes the spindle fiber apparatus during mitosis.
The evidence is:  Here, we show that clathrin stabilizes fibres of the mitotic spindle to aid congression of chromosomes.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 83.21 %
The claim is:  Bariatric surgery leads to positive outcomes in mental health.
The evidence is:  Moderate-quality evidence supports an association between bariatric surgery and lower rates of depression postoperatively.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 82.93 %
The claim is:  Adult tissue-resident macrophages are seeded before birth.
The evidence is:  Recently, it has become evident that most adult tissue macrophages originate during embryonic development and not from circulating monocytes.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 76.13 %
lsil  not found in model.
hrhpv  not found in model.
The claim is:  Primary cervical cytology screening with HPV detection has higher longitudinal sensitivity to detect severe cervical intraepithelial neoplasia than conventional cytology.
The evidence is:  Primary screening for hrHPV generally detects more CIN2, CIN3 or cancer compared to cytology at cut-off atypical squamous cells of undetermined significance (ASC-US) or LSIL, but is less specific.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 79.5 %
The claim is:  Antiretroviral therapy increases rates of tuberculosis across a broad range of CD4 strata.
The evidence is:  CONCLUSIONS Antiretroviral therapy is strongly associated with a reduction in the incidence of tuberculosis across all CD4 count strata.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 90.49 %
presynaptically  not found in model.
nociceptor  not found in model.
The claim is:  PKG-la does not have a large impact on expression of pain hypersensitivity in PGK-la knockout mice.
The evidence is:  Here, we found that Protein Kinase G1 (PKG-I) localized presynaptically in nociceptor terminals plays an essential role in the expression of spinal LTP.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 69.97 %
esrrb  not found in model.
interactome  not found in model.
tcfcp  not found in model.
The claim is:  Pioneer factor OCT3/4 interacts with major chromatin remodeling factors.
The evidence is:  Subsequent purification of Oct4 partners Sall4, Tcfcp2l1, Dax1, and Esrrb resulted in an Oct4 interactome of 166 proteins, including transcription factors and chromatin-modifying complexes with documented roles in self-renewal, but also many factors not previously associated with the ESC network.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 78.35 %
The claim is:  A breast cancer patient's capacity to metabolize tamoxifen influences treatment outcome.
The evidence is:  At 9 years of follow-up, the recurrence rates were 14.9% for extensive metabolizers, 20.9% for heterozygous extensive/intermediate metabolizers, and 29.0% for poor metabolizers, and all-cause mortality rates were 16.7%, 18.0%, and 22.8%, respectively.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 72.8 %
krt  not found in model.
hnrnp  not found in model.
colocalizes  not found in model.
The claim is:  KRT17 modulates the expression of the transcriptional regulator AIRE in diseased epithelia.
The evidence is:  The induction of Aire mRNA in keratinocytes depends on a functional interaction between K17 and the heterogeneous nuclear ribonucleoprotein hnRNP K. Further, K17 colocalizes with Aire protein in the nucleus of tumor-prone keratinocytes, and each factor is bound to a specific promoter region featuring an NF-κB consensus sequence in a relevant subset of K17- and Aire-dependent proinflammatory genes.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 54.62 %
hypervariable  not found in model.
dscam  not found in model.
agdscam  not found in model.
The claim is:  Dscam1 acts as a hypervariable pattern-recognition receptor for the immune system.
The evidence is:  AgDscam responds to infection by producing pathogen challenge-specific splice form repertoires.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 76.75 %
chenodeoxycholic  not found in model.
cdca  not found in model.
The claim is:  Chenodeoxycholic acid treatment decreases brown adipose tissue activity.
The evidence is:  Treatment of 12 healthy female subjects with CDCA for 2 days resulted in increased BAT activity.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 73.43 %
jmjd  not found in model.
supresses  not found in model.
jmjd  not found in model.
sensitizes  not found in model.
The claim is:  JMJD6 catalyzes the hydroxylation of C-terminal lysine and supresses transcriptional activity.
The evidence is:  Depletion of JMJD6 enhances p53 transcriptional activity, arrests cells in the G1 phase, promotes cell apoptosis, and sensitizes cells to DNA damaging agent-induced cell death.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 65.76 %
myoepithelial  not found in model.
tgfbeta  not found in model.
myoepithelial  not found in model.
The claim is:  In breast cancer, the loss of myoepithelial cells promotes the transition of ductal carcinoma in situ to invasive carcinoma.
The evidence is:  Molecular profiles of isolated luminal epithelial and myoepithelial cells identified an intricate interaction network involving TGFbeta, Hedgehog, cell adhesion, and p63 required for myoepithelial cell differentiation, the elimination of which resulted in loss of myoepithelial cells and progression to invasion.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 68.93 %
autoantigens  not found in model.
autoantigens  not found in model.
The claim is:  Neutrophil extracellular trap (NET) antigens may contain the targeted autoantigens PR3 and MPO.
The evidence is:  Here we show that chromatin fibers, so-called neutrophil extracellular traps (NETs), are released by ANCA-stimulated neutrophils and contain the targeted autoantigens proteinase-3 (PR3) and myeloperoxidase (MPO).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 84.89 %
congression  not found in model.
The claim is:  Clathrin stabilizes the spindle fiber apparatus during mitosis.
The evidence is:  Depletion of clathrin heavy chain using RNA interference prolonged mitosis; kinetochore fibres were destabilized, leading to defective congression of chromosomes to the metaphase plate and persistent activation of the spindle checkpoint.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 71.14 %
phosphotransfer  not found in model.
cheys  not found in model.
phosphotransfer  not found in model.
noncognate  not found in model.
The claim is:  Rapid phosphotransfer rates are correlated with histidine kinase regulator specificity.
The evidence is:  Introduction of this methionine and an adjacent alanine residue into a range of noncognate CheYs, dramatically changed their specificity, allowing protein interaction and rapid phosphotransfer from CheA(3)-P. The structure presented here has allowed us to identify specificity determinants for the CheA-CheY interaction and subsequently to successfully reengineer phosphotransfer signalling.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 69.07 %
The claim is:  Pioglitazone use is not associated with an increased risk of prostate cancer.
The evidence is:  In adjusted analyses, there was no association with 8 of the 10 additional cancers; ever use of pioglitazone was associated with increased risk of prostate cancer (HR, 1.13; 95% CI, 1.02-1.26) and pancreatic cancer (HR, 1.41; 95% CI, 1.16-1.71).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 94.61 %
The claim is:  Ca2+ cycling is a UCP1-independent thermogenic mechanism.
The evidence is:  Conversely, enhanced Ca2+ cycling by activation of α1- and/or β3-adrenergic receptors or the SERCA2b-RyR2 pathway stimulates UCP1-independent thermogenesis in beige adipocytes.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 52.24 %
The claim is:  Environmentally-induced senescence is mimicked in disease modeling by adding specific molecules to the culture system.
The evidence is:  In this study, we describe a strategy for inducing aging-related features in human iPSC-derived lineages and apply it to the modeling of Parkinson's disease (PD).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 87.41 %
The claim is:  Diabetes remission occurs more in people treated with conventional therapy than in people treated with laparoscopic adjustable gastric banding surgery.
The evidence is:  Remission of type 2 diabetes was achieved by 22 (73%) in the surgical group and 4 (13%) in the conventional-therapy group.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 86.79 %
The claim is:  One in two surgical randomized controlled trials are discontinued early.
The evidence is:  CONCLUSIONS One in five surgical randomised controlled trials are discontinued early, one in three completed trials remain unpublished, and investigators of unpublished studies are frequently not contactable.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 93.77 %
mical  not found in model.
mical  not found in model.
microfilament  not found in model.
The claim is:  MICAL redox enzymes regulate actin dynamics.
The evidence is:  These data suggest differential but complementary roles for MICAL1 and MICAL2 in actin microfilament regulation.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 66.14 %
gammar  not found in model.
The claim is:  Mice that lack Interferon-γ or its receptor are highly susceptible to experimental autoimmune myocarditis.
The evidence is:  Although myocarditis subsided in wild-type mice after 3 weeks, IFN-gammaR(-/-) mice showed persistent disease.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 71.07 %
prevalences  not found in model.
The claim is:  Chlamydia trachomatis is most prevalent in the UK among sexually-experienced individuals aged 16 to 24.
The evidence is:  Prevalences in individuals aged 16-24 years were 3·1% (2·2-4·3) in women and 2·3% (1·5-3·4) in men.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 76.75 %
infectiveness  not found in model.
The claim is:  ART has no effect on the infectiveness of HIV-positive people.
The evidence is:  Considering the actual scale-up of ART in South Africa, seven models estimated that current HIV incidence is 17% to 32% lower than it would have been in the absence of ART.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 85.64 %
The claim is:  PTEN is a regulator for the transcriptional activity of SRF
The evidence is:  PTEN interacts with the N-terminal domain of SRF and PTEN-SRF interaction promotes SRF binding to essential promoter elements in SM-specific genes.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 55.5 %
The claim is:  There is a positive correlation between hip fractures and statin use.
The evidence is:  RESULTS Use of statins in either the prior 180 days (adjusted OR, 0.50; 95% confidence interval [CI], 0.33-0.76) or prior 3 years (adjusted OR, 0.57; 95% CI, 0.40-0.82) was associated with a significant reduction in the risk of hip fracture, even after controlling for variables such as race, insurance status, psychoactive medications, estrogen and thiazide use, ischemic heart disease, cancer, and diabetes mellitus.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 82.24 %
The claim is:  IL-6 signaling plays a major role in atherosclerotic cardiovascular disease.
The evidence is:  By contrast, for every copy of 358Ala inherited, mean concentration of IL6R increased by 34·3% (95% CI 30·4-38·2) and of interleukin 6 by 14·6% (10·7-18·4), and mean concentration of C-reactive protein was reduced by 7·5% (5·9-9·1) and of fibrinogen by 1·0% (0·7-1·3).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 65.01 %
The claim is:  Pioglitazone use is significantly associated with an increased risk of prostate cancer.
The evidence is:  In adjusted analyses, there was no association with 8 of the 10 additional cancers; ever use of pioglitazone was associated with increased risk of prostate cancer (HR, 1.13; 95% CI, 1.02-1.26) and pancreatic cancer (HR, 1.41; 95% CI, 1.16-1.71).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 94.18 %
mtec  not found in model.
The claim is:  RANK-RANKL pathway signalling is linked to development of Aire-expressing medullary thymic epithelial cells.
The evidence is:  Whereas only RANK signaling was essential for mTEC development during embryogenesis, in postnatal mice, cooperation between CD40 and RANK signals was required for mTEC development to successfully establish the medullary microenvironment.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 75.87 %
myhc  not found in model.
The claim is:  Mice without IFN-γ or its receptor are highly susceptible to EAM induced with α-MyHC/CFA.
The evidence is:  In contrast, IFN-gamma plays a protective role.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 59.83 %
ripk  not found in model.
The claim is:  The NF-κB essential modulator gene induces intestinal inflammation by promoting receptor-interacting protein (RIP) kinase 1 kinase activity-mediated epithelial cell death.
The evidence is:  Therefore, NEMO prevents intestinal inflammation by inhibiting RIPK1 kinase activity-mediated IEC death, suggesting that RIPK1 inhibitors could be effective in the treatment of colitis in patients with NEMO mutations and possibly in IBD.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 84.54 %
The claim is:  Tuberculosis-induced granulomas express different immune system protein signatures than the surrounding tissue.
The evidence is:  We found that the centers of granulomas have a pro-inflammatory environment that is characterized by the presence of antimicrobial peptides, reactive oxygen species and pro-inflammatory eicosanoids.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 82.2 %
myoepithelial  not found in model.
tgfbeta  not found in model.
myoepithelial  not found in model.
The claim is:  In breast cancer, the loss of myoepithelial cells slows the transition of ductal carcinoma in situ to invasive carcinoma.
The evidence is:  Molecular profiles of isolated luminal epithelial and myoepithelial cells identified an intricate interaction network involving TGFbeta, Hedgehog, cell adhesion, and p63 required for myoepithelial cell differentiation, the elimination of which resulted in loss of myoepithelial cells and progression to invasion.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 68.4 %
The claim is:  Side effects associated with antidepressants increases risk of stroke.
The evidence is:  The group of other antidepressants was associated with the highest adjusted hazard ratios for all cause mortality (1.66, 1.56 to 1.77), attempted suicide/self harm (5.16, 3.90 to 6.83), stroke/transient ischaemic attack (1.37, 1.22 to 1.55), fracture (1.64, 1.46 to 1.84), and epilepsy/seizures (2.24, 1.60 to 3.15), compared with when antidepressants were not being used.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 91.14 %
tfeb  not found in model.
The claim is:  Transcription factor EB induces transcription of pro-inflammatory cytokines in macrophages infected with Staphylococcus aureus.
The evidence is:  TFEB was also rapidly activated in murine macrophages upon S. aureus infection and was required for proper transcriptional induction of several proinflammatory cytokines and chemokines.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 77.63 %
cholangiocytic  not found in model.
bipotential  not found in model.
cholangiocytes  not found in model.
ihepscs  not found in model.
The claim is:  Induced hepatic stem cells possess the potential to differentiate into cholangiocytic cells.
The evidence is:  Lineage conversion into bipotential expandable iHepSCs provides a strategy to enable efficient derivation of both hepatocytes and cholangiocytes for use in disease modeling and tissue engineering.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 73.73 %
diresidue  not found in model.
phytopathogenic  not found in model.
The claim is:  The repeat-variable diresidue (RVD) in the loop of Transcription-Activator Like (TAL) effectors specifies the nucleotides-amino acid contact at the target promoter element.
The evidence is:  TAL (transcription activator-like) effectors, secreted by phytopathogenic bacteria, recognize host DNA sequences through a central domain of tandem repeats.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 85.33 %
deltex  not found in model.
deltex  not found in model.
The claim is:  Deltex has no known interactions with eIF3f.
The evidence is:  We also show that eIF3f is recruited to activated Notch on endocytic vesicles by the putative E3 ubiquitin ligase Deltex1, which serves as a bridging factor.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 75.19 %
tmao  not found in model.
The claim is:  Higher plasma levels of I-carnitine, when associated with trimethylamine N-oxide, are negatively correlated with cardiovascular events in humans.
The evidence is:  We demonstrate here that metabolism by intestinal microbiota of dietary L-carnitine, a trimethylamine abundant in red meat, also produces TMAO and accelerates atherosclerosis in mice.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 77.07 %
The claim is:  Ly49Q directs the organization of neutrophil polarization by regulating membrane raft functions.
The evidence is:  We propose that Ly49Q is pivotal in switching neutrophils to their polarized morphology and rapid migration upon inflammation, through its spatiotemporal regulation of membrane rafts and raft-associated signaling molecules.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 82.31 %
microerythrocyte  not found in model.
microcytosis  not found in model.
The claim is:  A high microerythrocyte count protects against severe anemia in homozygous alpha (+)- thalassemia trait subjects.
The evidence is:  Individuals homozygous for alpha(+)-thalassaemia have microcytosis and an increased erythrocyte count.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 78.55 %
mdscs  not found in model.
mdsc  not found in model.
syngeneic  not found in model.
The claim is:  G-CSF increases the expansion and infiltration of MDSCs into tumors.
The evidence is:  Here, integrating human tumour genomics and syngeneic mammary tumour models, we demonstrate that mTOR signalling in cancer cells dictates a mammary tumour's ability to stimulate MDSC accumulation through regulating G-CSF.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 75.6 %
eomes  not found in model.
ctla  not found in model.
The claim is:  In melanoma, anti-CTLA-4 treatment reinvigorates exhausted PD-1+Eomes+CD8 T cells.
The evidence is:  Unbiased analyses of mice revealed that resistance was due to upregulation of PD-L1 on melanoma cells and associated with T-cell exhaustion.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 80.86 %
hyperphagia  not found in model.
corroboratively  not found in model.
The claim is:  Energy balance requires hypothalamic glutamate neurotransmission.
The evidence is:  Corroboratively, selective disruption of glutamate release from adult PVH neurons led to rapid obesity development via reduced energy expenditure and hyperphagia.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 76.59 %
The claim is:  Activation of PPM1D enhances p53 function.
The evidence is:  Functional studies demonstrate that the mutations result in enhanced suppression of p53 in response to ionizing radiation exposure, suggesting that the mutant alleles encode hyperactive PPM1D isoforms.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 73.5 %
The claim is:  Exercise reduces cancer mortality rates among Chinese citizens.
The evidence is:  Compared to women with a score of zero, hazard ratios (95% confidence intervals) for women with four to five factors were 0.57 (0.44-0.74) for total mortality, 0.29 (0.16-0.54) for CVD mortality, and 0.76 (0.54-1.06) for cancer mortality.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 84.05 %
The claim is:  In S. cerevisiae, the absence of RNA surveillance pathways reduces sensitivity to high iron conditions.
The evidence is:  RNase III-deficient cells are hypersensitive to high iron concentrations, suggesting that Rnt1p-mediated RNA surveillance is required to prevent iron toxicity.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 88.98 %
ikk  not found in model.
The claim is:  MUC1-C activates the NF-κB p65 signaling pathway by interacting with IκB kinase ß.
The evidence is:  These findings indicate that MUC1 is important for physiological activation of IKKβ and that overexpression of MUC1, as found in human cancers, confers sustained induction of the IKKβ–NF-κB p65 pathway.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 66.54 %
The claim is:  Active Ly49Q induces neutrophil polarization.
The evidence is:  Here, we show that an inhibitory MHC I receptor, Ly49Q, was crucial for the swift polarization of and tissue infiltration by neutrophils.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 73.52 %
redirections  not found in model.
catheterisations  not found in model.
The claim is:  Ultrasound guidance significantly reduces the number of traumatic procedures when attempting needle insertion.
The evidence is:  CONCLUSIONS Ultrasound imaging can reduce the risk of failed or traumatic lumbar punctures and epidural catheterisations, as well as the number of needle insertions and redirections.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 89.91 %
The claim is:  Diabetes remission occurs less in people treated with conventional therapy than in people treated with laparoscopic adjustable gastric banding surgery.
The evidence is:  Remission of type 2 diabetes was achieved by 22 (73%) in the surgical group and 4 (13%) in the conventional-therapy group.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 88.34 %
coinfections  not found in model.
The claim is:  Helminths interfere with immune system control of coinfections by microbial pathogens 16.
The evidence is:  Furthermore, a second dose of Nb infection substantially increases the bacterial burden in the lungs of co-infected mice.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 71.59 %
upregulating  not found in model.
The claim is:  IL-10 production by monocytes inhibits CD4 + T cell response.
The evidence is:  We describe a new function for PD-1 whereby microbial products inhibit T cell expansion and function by upregulating PD-1 levels and IL-10 production by monocytes after binding of PD-1 by PD-L1.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 85.13 %
The claim is:  Having a main partner worsens HIV outcomes.
The evidence is:  In an analysis stratified by previous antiretroviral therapy and clinical stage when starting HAART (US Centers for Disease Control and Prevention group A, B, or C), the adjusted hazard ratio for progression to AIDS or death was 0.79 (95% confidence interval 0.63 to 0.98) for participants with a stable partnership compared with those without.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 79.68 %
The claim is:  Depletion of nitric oxide is responsible for vasospasm.
The evidence is:  Decreased bioavailability of nitric oxide has been associated with the development of cerebral vasospasm.   

Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 81.23 %
The claim is:  General exercise therapy is more effective than rotator cuff exercises in reducing pain and improving function of the shoulder.
The evidence is:  There was a significantly greater improvement in the Constant-Murley score in the specific exercise group than in the control exercise group (24 points (95% confidence interval 19 to 28.0) v 9 points (5 to 13); mean difference between group: 15 points (8.5 to 20.6)).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 74.27 %
crispr  not found in model.
The claim is:  A strong bias in the phage genome locations where the spacers were derived has been observed in many CRISPR subtypes that confer the immunity to phage.
The evidence is:  We detect a strong and reproducible bias in the phage genome locations from which spacers derive.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 85.9 %
lrh  not found in model.
decidualization  not found in model.
The claim is:  NR5A2 does not play a role in development of endometrial tissues.
The evidence is:  Lrh-1 is also expressed in the mouse and human endometrium, and in a primary culture of human endometrial stromal cells, reduction of NR5A2 transcript abundance by RNA interference abrogated decidualization.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 79.03 %
The claim is:  Inside the body, falciparum parasites reproduce asexually.
The evidence is:  Evidence is accumulating that resistance to artemisinin derivatives, the frontline therapy for the asexual blood stage of the infection, is developing in southeast Asia.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 55.74 %
crct  not found in model.
gprd  not found in model.
The claim is:  Cost effectiveness evaluations based on cRCT data lack external validity.
The evidence is:  The mean costs (for GPRD events) over calendar time were US$58k during 1990-1993 and US$174k during 2002-2005.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 68.75 %
The claim is:  Medications to treat obesity have unwanted side effects.
The evidence is:  CONCLUSIONS Orlistat, sibutramine, and rimonabant modestly reduce weight, have differing effects on cardiovascular risk profiles, and have specific adverse effects.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 81.73 %
The claim is:  Depletion of T-helper 17 (Th17) cells during simian immunodeficiency virus (SIV) infection increases dissemination of Salmonella Typhimurium from the gut.
The evidence is:  Here we show that simian immunodeficiency virus (SIV) infection results in depletion of T helper type 17 (TH17) cells in the ileal mucosa of rhesus macaques, thereby impairing mucosal barrier functions to S. typhimurium dissemination.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 91.21 %
The claim is:  Side effects associated with antidepressants do not represent a mortality risk to postmenopausal women.
The evidence is:  Absolute risks over 1 year for all cause mortality were 7.04% for patients while not taking antidepressants, 8.12% for those taking tricyclic antidepressants, 10.61% for selective serotonin reuptake inhibitors, and 11.43% for other antidepressants.   

Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 79.03 %
mtec  not found in model.
kappab  not found in model.
The claim is:  RANK-RANKL pathway signalling has no known association with development of Aire-expressing medullary thymic epithelial cells.
The evidence is:  Here, we demonstrate crucial regulation of mTEC development by receptor activator of NF-kappaB (RANK) and CD40 signals.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 71.8 %
The claim is:  Adult tissue-resident macrophages are seeded before birth.
The evidence is:  We have demonstrated that major tissue-resident macrophage populations, including liver Kupffer cells and lung alveolar, splenic, and peritoneal macrophages, are established prior to birth and maintain themselves subsequently during adulthood independent of replenishment by blood monocytes.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 79.76 %
rtel  not found in model.
rtel  not found in model.
hoyeraal  not found in model.
The claim is:  RTEL1 interacts with TRF2 through a C4C4 motif
The evidence is:  We show that the TRF2-RTEL1 interaction is mediated by a metal-coordinating C4C4 motif in RTEL1, which is compromised by the Hoyeraal-Hreidarsson syndrome (HHS) mutation, RTEL1(R1264H).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 69.78 %
The claim is:  siRNA knockdown of A20 accelerates tumor progression in an in vivo murine xenograft model.
The evidence is:  Inhibiting A20 expression by siRNAs in vitro reduced the growth rates of glioma cells and resulted in G1/S arrest and increased apoptosis.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 60.76 %
vsmcs  not found in model.
The claim is:  Cholesterol loading induces KLF4 expression in VSMCs, resulting in the expression of pro-inflammatory cytokines.
The evidence is:  On the basis of in vivo KLF4 chromatin immunoprecipitation–sequencing (ChIP-seq) analyses and studies of cholesterol-treated cultured SMCs, we identified >800 KLF4 target genes, including many that regulate pro-inflammatory responses of SMCs.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 74.12 %
neurocircuitry  not found in model.
vmh  not found in model.
The claim is:  Energy balance requires hypothalamic glutamate neurotransmission.
The evidence is:  Thus, glutamate release from VMH neurons is an important component of the neurocircuitry that functions to prevent hypoglycemia.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 78.61 %
The claim is:  Microglia are an innate immune cell type of the central nervous system.
The evidence is:  These physiological functions of microglia in the normal CNS begin during development and persist into maturity.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 77.59 %
mical  not found in model.
crmp  not found in model.
The claim is:  MICAL redox enzymes regulate actin dynamics.
The evidence is:  Oxidized CRMP2 then formed a transient disulfide-linked complex with TRX, which stimulated CRMP2 phosphorylation by glycogen synthase kinase-3, leading to growth cone collapse.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 67.33 %
The claim is:  Women with a lower birth weight are more likely to develop breast cancer later in life.
The evidence is:  Increased risk of breast cancer was noted with increased birthweight (relative risk [RR] 1.15 [95% CI 1.09-1.21]), birth length (1.28 [1.11-1.48]), higher maternal age (1.13 [1.02-1.25]), and paternal age (1.12 [1.05-1.19]).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 88.42 %
tetradecanoylphorbol  not found in model.
monocytic  not found in model.
The claim is:  Klf4 is not required for proper myeloid cell differentiation.
The evidence is:  In addition, inducible expression of KLF4 in the HL60 human acute myeloid leukemia cell line stimulated monocytic differentiation and enhanced 12-O-tetradecanoylphorbol 13-acetate induced macrophage differentiation, but blocked all-trans-retinoic acid induced granulocytic differentiation of HL60 cells.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 83.11 %
The claim is:  Alteration of origin firing causes changes in termination zones of Okazaki fragments.
The evidence is:  Using a strain in which late origins can be induced to fire early, we show that replication termination is a largely passive phenomenon that does not rely on cis-acting sequences or replication fork pausing.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 81.24 %
glycemia  not found in model.
The claim is:  HbA1c consistently overestimates glycemic control in black individuals with Sickle cell trait (SCT).
The evidence is:  These findings suggest that HbA1c may systematically underestimate past glycemia in black patients with SCT and may require further evaluation.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 73.31 %
The claim is:  IgA plasma cells that are specific for transglutaminase 2 are scarce in the duodenal mucosa of celiac disease patients when the disease is active.
The evidence is:  We found that TG2-specific plasma cells are markedly expanded within the duodenal mucosa in individuals with active celiac disease.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 88.11 %
The claim is:  C2 works synergistically with A-769662 to activate dephosphorylated AMPK.
The evidence is:  C2 acts synergistically with the drug A769662 to activate AMPK α1-containing complexes independent of upstream kinases.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 73.46 %
microerythrocyte  not found in model.
The claim is:  A high microerythrocyte count protects against severe anemia in homozygous alpha (+)- thalassemia trait subjects.
The evidence is:  We estimated that the haematological profile in children homozygous for alpha(+)-thalassaemia reduces the risk of SMA during acute malaria compared to children of normal genotype (relative risk 0.52; 95% confidence interval [CI] 0.24-1.12, p = 0.09).   

Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 79.08 %
deaminates  not found in model.
apobec  not found in model.
The claim is:  The deamination of cytidine to uridine on the minus strand of viral DNA can inactivate the viral genome by inducing G-to-A mutations.
The evidence is:  APOBEC3G is closely related to APOBEC1, the central component of an RNA-editing complex that deaminates a cytosine residue in apoB messenger RNA.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 64.21 %
The claim is:  Egr2 regulates the homeostasis of B and T cells.
The evidence is:  We discovered that Egr2 and/or Egr3 directly induced expression of suppressor of cytokine signaling-1 (SOCS1) and SOCS3, inhibitors of STAT1 and STAT3, and also blocked the function of Batf, an AP-1 inhibitor, in B and T cells.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 74.4 %
The claim is:  Transplanted human glial progenitor cells can mature in their host animal.
The evidence is:  Upon maturation, the recipient brains exhibited large numbers and high proportions of both human glial progenitors and astrocytes.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 80.65 %
vgrg  not found in model.
tssl  not found in model.
vgrg  not found in model.
The claim is:  VgrG (Tssl) protein punctures membranes by forming a spike at the tip of the tube apparatus.
The evidence is:  The T6SS organelle is functionally analogous to contractile tails of bacteriophages and is thought to attack cells by initially penetrating them with a trimeric protein complex called the VgrG spike.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 76.8 %
saes  not found in model.
The claim is:  Allogeneic mechanical circulatory support is not as effective as autologous mechanical circulatory support for treating acute myocardial infarction.
The evidence is:  At 1 year, there were no ventricular arrhythmia SAEs observed among allogeneic recipients compared with 4 patients (26.7%) in the autologous group (P = .10).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 66.15 %
pyrogens  not found in model.
thermomirs  not found in model.
The claim is:  miR-142-5P is a known regulator of raised body temperature.
The evidence is:  ThermomiRs such as miR-142-5p and miR-143 in turn target endogenous pyrogens including IL-6, IL6ST, TLR2, PGE2 and TNF to complete a negative feedback mechanism, which may be crucial to prevent pathological hyperthermia.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 76.97 %
The claim is:  Cell autonomous sex determination in somatic cells occurs in Galliformes.
The evidence is:  In an example where female tissue was transplanted into a male host, donor cells contributing to the developing testis retained a female identity and expressed a marker of female function.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 79.56 %
citrullinated  not found in model.
deimination  not found in model.
The claim is:  Citrullinated proteins externalized in neutrophil extracellular traps act indirectly to disrupt the inflammatory cycle.
The evidence is:  BACKGROUND Histone deimination regulates gene function and contributes to antimicrobial response, allowing the formation of neutrophil extracellular traps (NETs).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 80.51 %
lncrnas  not found in model.
lincrna  not found in model.
posttranscriptional  not found in model.
The claim is:  Trans-acting factors, such as lncRNAs, influence mRNA translation.
The evidence is:  Our findings uncover a role for lincRNA as a posttranscriptional inhibitor of translation.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 74.32 %
The claim is:  Women with a lower birth weight are more likely to develop breast cancer later in life.
The evidence is:  Birth weight was positively associated with breast cancer risk in studies based on birth records (pooled relative risk [RR] per one standard deviation [SD] [= 0.5 kg] increment in birth weight: 1.06; 95% confidence interval [CI] 1.02-1.09) and parental recall when the participants were children (1.02; 95% CI 0.99-1.05), but not in those based on adult self-reports, or maternal recall during the woman's adulthood (0.98; 95% CI 0.95-1.01) (p for heterogeneity between data sources = 0.003).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 88.8 %
The claim is:  Natriuretic peptides protect against diabetes.
The evidence is:  CONCLUSIONS Our results provide evidence for a potential causal role of the BNP system in the aetiology of T2D.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 35.64 %
hescs  not found in model.
The claim is:  Stiff substrates inhibit mesodermal differentiation by degrading beta-catenin in an integrin-dependent manner.
The evidence is:  By contrast, on a stiff hydrogel matrix, hESCs show elevated integrin-dependent GSK3 and Src activity that promotes β-catenin degradation and inhibits differentiation.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 79.53 %
lncrnas  not found in model.
lincrna  not found in model.
junb  not found in model.
derepressed  not found in model.
The claim is:  Trans-acting factors, such as lncRNAs, influence mRNA translation.
The evidence is:  With elevated HuR, lincRNA-p21 levels declined, which in turn derepressed JunB and β-catenin translation and increased the levels of these proteins.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 70.63 %
The claim is:  In a naive state, blocking Wingless-Int-1 secretion from mouse embryonic stem cells inhibits self-renewal of the mouse embryonic stem cells.
The evidence is:  Our results not only demonstrate that Wnt signals regulate the naive-to-primed pluripotency transition, but also identify Wnt as an essential and limiting ESC self-renewal factor.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 75.37 %
The claim is:  Environmental factors can influence the development of breast cancer.
The evidence is:  INTERPRETATION Risks of breast cancer associated with low-penetrance susceptibility polymorphisms do not vary significantly with these ten established environmental risk factors.   

Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 91.23 %
The claim is:  Medications to treat obesity are highly effective.
The evidence is:  Compared with placebo, orlistat reduced weight by 2.9 kg (95% confidence interval 2.5 kg to 3.2 kg), sibutramine by 4.2 kg (3.6 kg to 4.7 kg), and rimonabant by 4.7 kg (4.1 kg to 5.3 kg).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 63.99 %
The claim is:  Inhibiting focal adhesion formation enables cells to convert mechanical strain into eventual scarring.
The evidence is:  These findings collectively indicate that physical force regulates fibrosis through inflammatory FAK–ERK–MCP-1 pathways and that molecular strategies targeting FAK can effectively uncouple mechanical force from pathologic scar formation.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 81.83 %
The claim is:  Myelin sheaths play a role in action potential propagation.
The evidence is:  Striking color patterns unique to individual myelinated fibers are generated that facilitate their tracing in dense axonal areas.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 70.68 %
lmna  not found in model.
progerinonly  not found in model.
hgps  not found in model.
hgps  not found in model.
misregulated  not found in model.
The claim is:  Genomic sequences involved in alternative splicing responsible for Hutchinson-Gilford progeria syndrome (HGPS) are abundant in the ''progerinonly'' allele of Lmna knock-in models.
The evidence is:  Upon splicing correction, HGPS fibroblasts assume normal nuclear morphology, the aberrant nuclear distribution and cellular levels of lamina-associated proteins are rescued, defects in heterochromatin-specific histone modifications are corrected and proper expression of several misregulated genes is reestablished.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 80.28 %
The claim is:  The DESMOND program demonstrates no significant impact on biochemical outcomes.
The evidence is:  CONCLUSION A single programme for people with newly diagnosed type 2 diabetes mellitus showed no difference in biomedical or lifestyle outcomes at three years although there were sustained improvements in some illness beliefs.   

Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 80.16 %
The claim is:  Autophagy deficiency in the liver increases vulnerability to insulin resistance.
The evidence is:  We also observed induction of Fgf21, resistance to diet-induced obesity and amelioration of insulin resistance in mice with autophagy deficiency in the liver, another insulin target tissue.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 90.67 %
The claim is:  Diabetes remission occurs more in people treated with conventional therapy than in people treated with laparoscopic adjustable gastric banding surgery.
The evidence is:  Relative risk of remission for the surgical group was 5.5 (95% confidence interval, 2.2-14.0).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 70.65 %
hypervariable  not found in model.
dscam  not found in model.
agdscam  not found in model.
The claim is:  Dscam1 acts as a hypervariable pattern-recognition receptor for the immune system.
The evidence is:  AgDscam is mediating phagocytosis of bacteria with which it can associate and defend against in a splice form–specific manner.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 76.26 %
foxp  not found in model.
tregs  not found in model.
The claim is:  Reduced responsiveness to interleukin-2 in regulatory T cells is associated with autoimmune diseases such as Type 1 Diabetes.
The evidence is:  We demonstrated that the presence of an autoimmune disease-associated IL2RA haplotype correlates with diminished IL-2 responsiveness in Ag-experienced CD4(+) T cells, as measured by phosphorylation of STAT5a, and is associated with lower levels of FOXP3 expression by Tregs and a reduction in their ability to suppress proliferation of autologous effector T cells.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 85.09 %
balb  not found in model.
gammar  not found in model.
The claim is:  Mice that lack Interferon-γ or its receptor are highly susceptible to experimental autoimmune myocarditis.
The evidence is:  METHODS AND RESULTS We showed that IFN-gamma receptor-deficient mice (IFN-gammaR(-/-)) on a BALB/c background immunized with a peptide derived from cardiac alpha-myosin heavy chain develop severe myocarditis with high mortality.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 83.0 %
dysregulatory  not found in model.
haplodeficiency  not found in model.
The claim is:  Reduced responsiveness to interleukin-2 in regulatory T cells is associated with autoimmune diseases such as Type 1 Diabetes.
The evidence is:  In order to test directly that an approximately twofold reduction in IL-2 underpins the Idd3-linked destabilization of immune homeostasis, we show that engineered haplodeficiency of Il2 gene expression not only reduces T cell IL-2 production by twofold but also mimics the autoimmune dysregulatory effects of the naturally occurring susceptibility alleles of Il2.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 85.16 %
The claim is:  A breast cancer patient's capacity to metabolize tamoxifen influences treatment outcome.
The evidence is:  CONCLUSION Among women with breast cancer treated with tamoxifen, there was an association between CYP2D6 variation and clinical outcomes, such that the presence of 2 functional CYP2D6 alleles was associated with better clinical outcomes and the presence of nonfunctional or reduced-function alleles with worse outcomes.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 89.62 %
fvc  not found in model.
fev  not found in model.
The claim is:  Walking in traffic areas in London did not improve lung function in elderly adults.
The evidence is:  In all participants, irrespective of their disease status, walking in Hyde Park led to an increase in lung function (forced expiratory volume in the first second [FEV1] and forced vital capacity [FVC]) and a decrease in pulse wave velocity (PWV) and augmentation index up to 26 h after the walk.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 83.44 %
nucleoids  not found in model.
mitoribosome  not found in model.
ddx  not found in model.
The claim is:  Post-transcriptional handling of mitochondrial transcripts occurs in mitochondrial RNA granules.
The evidence is:  Our findings identify DDX28 as essential during the early stages of mitoribosome mt-LSU biogenesis, a process that takes place mainly near the mitochondrial nucleoids, in the compartment defined by the RNA granules.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 72.65 %
The claim is:  BCL-2 activation antagonizes the apoptotic effects of c-Myc.
The evidence is:  Eliminating BCL-2 yielded rapid loss of leukemic cells and significantly prolonged survival, formally validating BCL-2 as a rational target for cancer therapy.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 46.58 %
The claim is:  Piezo1 channels are sensors for cell migration in epithelial cells.
The evidence is:  Our data demonstrate that Piezo1 is a novel TFF1 binding protein that is important for TFF1-mediated cell migration and suggest that this interaction may be a therapeutic target in the invasion and metastasis of gastric cancer.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 75.25 %
The claim is:  CD44v6 is not associated with constitutive and reprogrammed cancer stem cells driving cancer metastasis.
The evidence is:  Here, we show that all colorectal cancer stem cells (CR-CSCs) express CD44v6, which is required for their migration and generation of metastatic tumors.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 91.21 %
ihps  not found in model.
The claim is:  There is a relation between Erythromycin use and hypertrophic pyloric stenosis.
The evidence is:  CONCLUSIONS Treatment of young infants with macrolide antibiotics was strongly associated with IHPS and should therefore only be administered if potential treatment benefits outweigh the risk.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 37.73 %
The claim is:  Amitriptyline is an effective treatment for chronic tension-type headaches.
The evidence is:  The primary study endpoint was a reduction of at least 50% of the product of headache duration and frequency and a reduction of at least 50% in headache intensity.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 75.62 %
mical  not found in model.
crmp  not found in model.
The claim is:  MICAL redox enzymes regulate actin dynamics.
The evidence is:  Our results not only clarify the importance of H2O2 and CRMP2 oxidation in Sema3A-induced growth cone collapse but also indicate an unappreciated role for TRX in linking CRMP2 oxidation to phosphorylation.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 52.82 %
The claim is:  Pioneer factor OCT3/4 interacts with major chromatin remodeling factors.
The evidence is:  Notably, we found that Oct4 is associated with multiple chromatin-modifying complexes with documented as well as newly proved functional significance in stem cell maintenance and somatic cell reprogramming.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 75.51 %
The claim is:  Cyclin A2 destruction is necessary to switch from unstable to stable kt-mt attachments in mitosis.
The evidence is:  By contrast, k-MTs are prematurely stabilized in cyclin-A-deficient cells.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 69.88 %
The claim is:  The removal of reactive oxygen species by activated oncogenes contributes to the increased genomic instability of leukaemia cells.
The evidence is:  We propose that the following series of events may contribute to genomic instability of Ph-positive leukemias: BCR/ABL --> ROSs --> oxidative DNA damage --> DSBs in proliferating cells --> unfaithful HRR and NHEJ repair.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 78.52 %
The claim is:  Primary cervical cytology screening with HPV detection has higher longitudinal sensitivity to detect severe cervical intraepithelial neoplasia than conventional cytology.
The evidence is:  INTERPRETATION Implementation of HPV DNA testing in cervical screening leads to earlier detection of clinically relevant CIN grade 2 or worse, which when adequately treated, improves protection against CIN grade 3 or worse and cervical cancer.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 81.23 %
androgenetic  not found in model.
haescs  not found in model.
The claim is:  Androgenetic haploid mouse embryonic stem cells (ESCs) can be derived and genetically manipulated in vitro.
The evidence is:  Our results demonstrate that AG-haESCs can be used as a genetically tractable fertilization agent for the production of live animals via injection into oocytes.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 70.39 %
woscops  not found in model.
The claim is:  In British Men, haplogroup I increases risk of cardiovascular disease by 50%.
The evidence is:  Carriers of haplogroup I had about a 50% higher age-adjusted risk of coronary artery disease than did men with other Y chromosome lineages in BHF-FHS (odds ratio 1·75, 95% CI 1·20-2·54, p=0·004), WOSCOPS (1·45, 1·08-1·95, p=0·012), and joint analysis of both populations (1·56, 1·24-1·97, p=0·0002).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 87.42 %
The claim is:  The mean suicide rate in women is higher after miscarriage than live birth.
The evidence is:  The suicide rate associated with birth was significantly lower (5.9) and the rates associated with miscarriage (18.1) and induced abortion (34.7) were significantly higher than in the population.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 93.43 %
msna  not found in model.
The claim is:  Sympathetic nerve activity is reduced throughout normal pregnancy.
The evidence is:  The s-MSNA in NP (38+/-6.6 impulses/100 beats) was greater (P<0.05) than in NN women (19+/-1.8 impulses/100 beats) despite similar age and body weight but less than in PIH women (P<0.001) (146+/-23.5 impulses/100 beats).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 73.32 %
mical  not found in model.
micals  not found in model.
The claim is:  MICAL redox enzymes regulate actin dynamics in many cell types.
The evidence is:  In this study we show that in non-neural cells human MICALs are required for normal actin organization, and all three MICALs regulate actin stress fibers.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 80.76 %
tmem  not found in model.
collectrin  not found in model.
tmem  not found in model.
The claim is:  TMEM27 is a marker for beta cells.
The evidence is:  Here, we report the identification and characterization of transmembrane protein 27 (Tmem27, collectrin) in pancreatic beta cells.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 84.35 %
The claim is:  Exercise increases cancer mortality rates among Chinese citizens.
The evidence is:  Compared to women with a score of zero, hazard ratios (95% confidence intervals) for women with four to five factors were 0.57 (0.44-0.74) for total mortality, 0.29 (0.16-0.54) for CVD mortality, and 0.76 (0.54-1.06) for cancer mortality.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 85.46 %
The claim is:  Monoclonal antibody targeting of N-cadherin encourages metastasis.
The evidence is:  In vivo, these antibodies slowed the growth of multiple established CRPC xenografts, blocked local invasion and metastasis and, at higher doses, led to complete regression.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 51.59 %
ribosomopathies  not found in model.
The claim is:  Ribosomopathies have a high degree of cell and tissue specific pathology.
The evidence is:  Collectively, these findings suggest that RP activity may be highly regulated to impart a new layer of specificity in the control of gene expression and mammalian development.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 80.4 %
The claim is:  In a naive state, blocking Wingless-Int-1 secretion from mouse embryonic stem cells inhibits self-renewal of the mouse embryonic stem cells.
The evidence is:  Moreover, we find that Wnt proteins in combination with the cytokine LIF are sufficient to support ESC self-renewal in the absence of any undefined factors, and support the derivation of new ESC lines, including ones from non-permissive mouse strains.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 78.24 %
The claim is:  Differentiation of progenitor cells to myeloid cells is skewed upon activation of insulin signaling.
The evidence is:  Here, we show that the haematopoietic progenitors of Drosophila are direct targets of systemic (insulin) and nutritional (essential amino acid) signals, and that these systemic signals maintain the progenitors by promoting Wingless (WNT in mammals) signalling.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 79.42 %
lmna  not found in model.
progerinonly  not found in model.
hgps  not found in model.
lmna  not found in model.
The claim is:  Genomic sequences involved in alternative splicing responsible for Hutchinson-Gilford progeria syndrome (HGPS) are abundant in the ''progerinonly'' allele of Lmna knock-in models.
The evidence is:  The mutant LMNA mRNA and lamin A protein can be efficiently eliminated by correction of the aberrant splicing event using a modified oligonucleotide targeted to the activated cryptic splice site.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 77.89 %
The claim is:  A breast cancer patient's capacity to metabolize tamoxifen influences treatment outcome.
The evidence is:  Compared with extensive metabolizers, those with decreased CYP2D6 activity (heterozygous extensive/intermediate and poor metabolism) had worse event-free survival (HR, 1.33; 95% CI, 1.06-1.68) and disease-free survival (HR, 1.29; 95% CI, 1.03-1.61), but there was no significant difference in overall survival (HR, 1.15; 95% CI, 0.88-1.51).   

Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 71.96 %
coatmer  not found in model.
The claim is:  COPI coatmer is involved in lipid homeostasis.
The evidence is:  These data indicate that the COPI complex is an evolutionarily conserved regulator of lipid homeostasis, and highlight an interaction between vesicle transport systems and lipid droplets.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 72.74 %
lkb  not found in model.
phospate  not found in model.
lipogenesis  not found in model.
lkb  not found in model.
lipogenesis  not found in model.
The claim is:  Inhibiting glucose-6-phospate dehydrogenase improves lipogenesis by deactivating LKB1-AMPK signaling.
The evidence is:  6PGD-mediated production of ribulose-5-phosphate (Ru-5-P) inhibits AMPK activation by disrupting the active LKB1 complex, thereby activating acetyl-CoA carboxylase 1 and lipogenesis.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 78.74 %
myoepithelial  not found in model.
myoepithelial  not found in model.
The claim is:  In breast cancer, the loss of myoepithelial cells promotes the transition of ductal carcinoma in situ to invasive carcinoma.
The evidence is:  Progression to invasion was promoted by fibroblasts and inhibited by normal myoepithelial cells.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 72.08 %
The claim is:  siRNA knockdown of A20 accelerates tumor progression in an in vivo murine xenograft model.
The evidence is:  CONCLUSIONS A20 was overexpressed both in human glioma tissues and cell lines, and inhibiting A20 expression greatly slowed tumor cell growth in culture and in mice.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 60.95 %
The claim is:  Vaccinating the gastrointestinal tract induces protection of rectal and vaginal mucosa.
The evidence is:  Therefore, we designed a large intestine-targeted oral delivery with pH-dependent microparticles containing vaccine nanoparticles, which induced colorectal immunity in mice comparably to colorectal vaccination and protected against rectal and vaginal viral challenge.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 69.86 %
The claim is:  Ambulatory blood pressure monitoring is inaccurate at diagnosing hypertension.
The evidence is:  Compared with ambulatory monitoring thresholds of 135/85 mm Hg, clinic measurements over 140/90 mm Hg had mean sensitivity and specificity of 74.6% (95% confidence interval 60.7% to 84.8%) and 74.6% (47.9% to 90.4%), respectively, whereas home measurements over 135/85 mm Hg had mean sensitivity and specificity of 85.7% (78.0% to 91.0%) and 62.4% (48.0% to 75.0%).   

Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 69.04 %
The claim is:  Having a main partner worsens HIV outcomes.
The evidence is:  CONCLUSIONS A stable partnership is associated with a slower rate of progression to AIDS or death in HIV infected patients receiving HAART.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 83.0 %
The claim is:  Most termination events in Okazaki fragments are dictated by initiation patterns.
The evidence is:  The replication profile is predominantly determined by the kinetics of origin firing, allowing us to reconstruct chromosome-wide timing profiles from an asynchronous culture.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 71.94 %
The claim is:  Women with a lower birth weight are more likely to develop breast cancer later in life.
The evidence is:  RESULTS We found that heavier birth weights were associated with increased breast cancer risk, with studies involving five categories of birth weight identifying odds ratios (ORs) of 1.24 (95% confidence interval [CI] 1.04 to 1.48) for 4,000 g or more and 1.15 (95% CI 1.04 to 1.26) for 3,500 g to 3,999 g, relative to a birth weight of 2,500 to 2,599 g. These studies provided no support for a J-shaped relationship of birthweight to risk.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 90.36 %
The claim is:  Birth-weight is negatively associated with breast cancer.
The evidence is:  Increased risk of breast cancer was noted with increased birthweight (relative risk [RR] 1.15 [95% CI 1.09-1.21]), birth length (1.28 [1.11-1.48]), higher maternal age (1.13 [1.02-1.25]), and paternal age (1.12 [1.05-1.19]).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 88.11 %
semaglutide  not found in model.
semaglutide  not found in model.
The claim is:  The most prevalent adverse events to Semaglutide are cardiovascular.
The evidence is:  Adverse events were reported by 63% to 86% (371 of 490 patients) in the oral semaglutide groups, 81% (56 of 69 patients) in the subcutaneous semaglutide group, and 68% (48 of 71 patients) in the placebo group; mild to moderate gastrointestinal events were most common.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 77.71 %
The claim is:  Adult tissue-resident macrophages are seeded before birth.
The evidence is:  We have demonstrated that major tissue-resident macrophage populations, including liver Kupffer cells and lung alveolar, splenic, and peritoneal macrophages, are established prior to birth and maintain themselves subsequently during adulthood independent of replenishment by blood monocytes.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 79.76 %
cagpai  not found in model.
The claim is:  Helicobacter pylori-induced aberrant NF-kB-dependent expression of activation-induced cytidine deaminase contributes to the mutagenesis of host DNA.
The evidence is:  Here we show that infection of gastric epithelial cells with 'cag' pathogenicity island (cagPAI)-positive H. pylori induced aberrant expression of activation-induced cytidine deaminase (AID), a member of the cytidine-deaminase family that acts as a DNA- and RNA-editing enzyme, via the IκB kinase–dependent nuclear factor-κB activation pathway.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 83.75 %
The claim is:  Elevated cell-free mitochondrial DNA levels are associated with mortality.
The evidence is:  CONCLUSIONS Increased mtDNA levels are associated with ICU mortality, and inclusion of mtDNA level improves risk prediction in medical ICU patients.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 84.13 %
The claim is:  The Snf1 complex regulates carbon and energy metabolism in baker's yeast (Saccharomyces cerevisiae).
The evidence is:  We for the first time identified Snf1's global regulation on gene and protein expression levels, and showed that yeast Snf1 has a far more extensive function in controlling energy metabolism than reported earlier.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 68.89 %
The claim is:  Taxation of sugar-sweetened beverages reduced the incidence rate of type II diabetes in India.
The evidence is:  CONCLUSION Sustained SSB taxation at a high tax rate could mitigate rising obesity and type 2 diabetes in India among both urban and rural subpopulations.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 84.69 %
The claim is:  Misunderstandings between doctors and patients can lead to non-adherence.
The evidence is:  All the misunderstandings were associated with lack of patients' participation in the consultation in terms of the voicing of expectations and preferences or the voicing of responses to doctors' decisions and actions.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 84.19 %
progerin  not found in model.
The claim is:  Environmentally-induced senescence is mimicked in disease modeling by adding specific molecules to the culture system.
The evidence is:  Our approach involves expression of progerin, a truncated form of lamin A associated with premature aging.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 81.12 %
mical  not found in model.
mical  not found in model.
myofilaments  not found in model.
The claim is:  MICAL redox enzymes regulate actin dynamics.
The evidence is:  Transgenic expression of interfering RNA molecules demonstrates that MICAL is required in muscles for the higher order arrangement of myofilaments.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 65.41 %
The claim is:  Antidepressants reduce the severity of migraines.
The evidence is:  CONCLUSIONS Tricyclic antidepressants are effective in preventing migraine and tension-type headaches and are more effective than selective serotonin reuptake inhibitors, although with greater adverse effects.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 80.29 %
The claim is:  Ca2+ cycling controls whole-body energy homeostasis in beige fat.
The evidence is:  Our study uncovers a noncanonical thermogenic mechanism through which beige fat controls whole-body energy homeostasis via Ca2+ cycling.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 94.27 %
sympathoexcitation  not found in model.
nonpregnant  not found in model.
The claim is:  Sympathetic nerve activity is elevated throughout normal pregnancy.
The evidence is:  Peak sympathoexcitation was also greater in pregnant than in nonpregnant women, whether expressed as sympathetic burst frequency (+17±13 versus +7±8 bursts/min, P=0.049), burst incidence (+17±9 versus +6±11 bursts/100 hb, P=0.03), or total activity (+950±660 versus +363±414 arbitrary units, P=0.04).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 77.36 %
The claim is:  APOE4 expression in iPSC-derived neurons results in decreased tau phosphorylation.
The evidence is:  Using human neurons derived from induced pluripotent stem cells that expressed apolipoprotein E4 (ApoE4), a variant of the APOE gene product and the major genetic risk factor for AD, we demonstrated that ApoE4-expressing neurons had higher levels of tau phosphorylation, unrelated to their increased production of amyloid-β (Aβ) peptides, and that they displayed GABAergic neuron degeneration.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 82.88 %
The claim is:  Mutations in RIM1 decrease levels of IME1 RNA.
The evidence is:  rim1 mutations cause reduced expression of IME1, which is required for expression of many meiotic genes, and thus lead to a partial defect in meiosis and spore formation.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 78.29 %
nonexposure  not found in model.
nondrinking  not found in model.
The claim is:  Exercise increases cancer mortality rates among Chinese citizens.
The evidence is:  CONCLUSIONS In this first study, to our knowledge, to quantify the combined impact of lifestyle-related factors on mortality outcomes in Chinese women, a healthier lifestyle pattern-including being of normal weight, lower central adiposity, participation in physical activity, nonexposure to spousal smoking, and higher fruit and vegetable intake-was associated with reductions in total and cause-specific mortality among lifetime nonsmoking and nondrinking women, supporting the importance of overall lifestyle modification in disease prevention.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 90.97 %
neointima  not found in model.
The claim is:  Lack of FGF21 in mice slows the rate of atherosclerotic plaque formation.
The evidence is:  Replenishment of FGF21 protects against atherosclerosis in apolipoprotein E(-/-)mice via 2 independent mechanisms, inducing the adipocyte production of adiponectin, which in turn acts on the blood vessels to inhibit neointima formation and macrophage inflammation, and suppressing the hepatic expression of the transcription factor sterol regulatory element-binding protein-2, thereby leading to reduced cholesterol synthesis and attenuation of hypercholesterolemia.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 76.19 %
ectodomain  not found in model.
The claim is:  Monoclonal antibody targeting of N-cadherin inhibits growth.
The evidence is:  Monoclonal antibodies against the ectodomain of N-cadherin reduced proliferation, adhesion and invasion of prostate cancer cells in vitro.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 78.17 %
crct  not found in model.
coxibs  not found in model.
coxib  not found in model.
The claim is:  Cost effectiveness evaluations based on cRCT data lack external validity.
The evidence is:  Only a minority of patients used the drugs long-term and daily (34.5% of conventional NSAIDs and 44.2% of coxibs), whereas coxib RCTs required daily use for at least 6-9 months.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 76.5 %
recq  not found in model.
recq  not found in model.
dexh  not found in model.
The claim is:  BLM gene encodes RecQ-class DNA helicase.
The evidence is:  cDNA analysis of the candidate gene identified a 4437 bp cDNA that encodes a 1417 amino acid peptide with homology to the RecQ helicases, a subfamily of DExH box-containing DNA and RNA helicases.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 82.75 %
The claim is:  Primary cervical cytology screening with HPV detection has higher longitudinal sensitivity to detect severe cervical intraepithelial neoplasia than conventional cytology.
The evidence is:  The relative rate of CIN III+ in the HPV arm versus the conventional arm was 1.44 (95% confidence interval 1.01 to 2.05) among all women invited for screening and 1.77 (1.16 to 2.74) among those who attended.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 62.17 %
The claim is:  The innate immune response struggles to remove small numbers of parasites.
The evidence is:  Our analysis showed that the capacity of innate responses to restrict initial parasite growth saturates with parasite dose and that experimentally enhanced innate immunity can affect parasite density indirectly via resource depletion.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 80.21 %
The claim is:  Antidepressants increase the severity of migraines.
The evidence is:  CONCLUSIONS Tricyclic antidepressants are effective in preventing migraine and tension-type headaches and are more effective than selective serotonin reuptake inhibitors, although with greater adverse effects.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 81.07 %
hnscc  not found in model.
The claim is:  Notch signaling occurs between tumor cells and stromal cells.
The evidence is:  Here, we report that the Notch ligand Jagged1 induced by growth factors via mitogen-activating protein kinase (MAPK) in head and neck squamous cell carcinoma (HNSCC) cells triggered Notch activation in neighboring endothelial cells (ECs) and promoted capillary-like sprout formation.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 86.54 %
The claim is:  Pioglitazone use is not associated with an increased risk of prostate cancer.
The evidence is:  The increased prostate and pancreatic cancer risks associated with ever use of pioglitazone merit further investigation to assess whether they are causal or are due to chance, residual confounding, or reverse causality.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 88.96 %
plasmablast  not found in model.
The claim is:  B cells go though plasmablast differentiation and antibody production by continuous expression of EBI2.
The evidence is:  EBI2 therefore provides a previously uncharacterized dimension to B cell migration that is crucial for coordinating rapid versus long-term antibody responses.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 86.86 %
The claim is:  Type 1 Diabetes is associated with subtle perturbations in T reg development.
The evidence is:  Here, we have localized the type 1 diabetes (T1D) association in the interleukin 2 receptor alpha (IL2RA) gene region to two independent groups of SNPs, spanning overlapping regions of 14 and 40 kb, encompassing IL2RA intron 1 and the 5′ regions of IL2RA and RBM17 (odds ratio = 2.04, 95% confidence interval = 1.70–2.45; P = 1.92 × 10−28; control frequency = 0.635).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 75.99 %
eilv  not found in model.
eilv  not found in model.
telemetrically  not found in model.
chikv  not found in model.
The claim is:  Nonhuman primates are incapable of producing neutralizing antibodies in reponse to the Eilat virus (EILV) produced in mosquitos.
The evidence is:  In nonhuman primates, EILV/CHIKV elicited rapid and robust immunity that protected against viremia and telemetrically monitored fever.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 65.45 %
tmem  not found in model.
tmem  not found in model.
The claim is:  TMEM27 is a marker for beta cells.
The evidence is:  Furthermore, transgenic mice with increased expression of Tmem27 in pancreatic beta cells exhibit increased beta cell mass.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 82.8 %
The claim is:  The relationship between a breast cancer patient's capacity to metabolize tamoxifen and treatment outcome is independent of the patient's genetic make-up.
The evidence is:  Compared with extensive metabolizers, those with decreased CYP2D6 activity (heterozygous extensive/intermediate and poor metabolism) had worse event-free survival (HR, 1.33; 95% CI, 1.06-1.68) and disease-free survival (HR, 1.29; 95% CI, 1.03-1.61), but there was no significant difference in overall survival (HR, 1.15; 95% CI, 0.88-1.51).   

Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 77.45 %
esrrb  not found in model.
mefs  not found in model.
esrrb  not found in model.
oskm  not found in model.
The claim is:  Ectopic expression of Sall4, Nanog, Esrrb, and Lin28 generates induced pluripotent stem cells from mouse embryonic fibroblasts more efficiently than other factor combinations.
The evidence is:  Based on tetraploid complementation, we found that ectopic expression of Sall4, Nanog, Esrrb, and Lin28 (SNEL) in mouse embryonic fibroblasts (MEFs) generated high-quality iPSCs more efficiently than other combinations of factors including OSKM.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 87.03 %
The claim is:  Blocking the interaction between TDP-43 and respiratory complex I proteins ND3 and ND6 prevents TDP-43-induced neuronal loss.
The evidence is:  The suppression of TDP-43 mitochondrial localization abolishes WT and mutant TDP-43-induced mitochondrial dysfunction and neuronal loss, and improves phenotypes of transgenic mutant TDP-43 mice.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 76.67 %
The claim is:  In S. cerevisiae, the absence of RNA surveillance pathways reduces sensitivity to high iron conditions.
The evidence is:  We show that many mRNAs encoding iron uptake or iron mobilization proteins are expressed in iron-replete conditions in the absence of the S. cerevisiae RNase III ortholog Rnt1p or of the nuclear exosome component Rrp6p.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 82.89 %
The claim is:  High levels of CRP lead to a higher risk of exacerbations in chronic obstructive pulmonary disease (COPD).
The evidence is:  CONCLUSIONS AND RELEVANCE Simultaneously elevated levels of CRP and fibrinogen and leukocyte count in individuals with COPD were associated with increased risk of having exacerbations, even in those with milder COPD and in those without previous exacerbations.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 82.16 %
hemoperfusion  not found in model.
The claim is:  Charcoal shows no benefit for acute paraquat poisoning.
The evidence is:  Activated charcoal hemoperfusion had little effect on avoiding acute kidney injury in patients with severe PQ poisoning.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 80.81 %
The claim is:  Asymptomatic visual impairment screening in elderly populations leads to improved vision.
The evidence is:  CONCLUSIONS Screening of asymptomatic older people in the community is not justified on present evidence.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 78.07 %
caseum  not found in model.
The claim is:  Tuberculosis-induced granulomas express different immune system protein signatures than the surrounding tissue.
The evidence is:  Conversely, the tissue surrounding the caseum has a comparatively anti-inflammatory signature.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 81.44 %
kruppel  not found in model.
The claim is:  Klf4 is not required for proper myeloid cell differentiation.
The evidence is:  Several members of the Kruppel-like factor (KLF) family of transcription factors play important roles in differentiation, survival, and trafficking of blood and immune cell types.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 71.22 %
posttranscriptional  not found in model.
The claim is:  miRNAs enforce homeostasis by suppressing low-level ''leaky'' transcription.
The evidence is:  Increasing evidence suggests that, among their roles as posttranscriptional repressors of gene expression, microRNAs (miRNAs) help to confer robustness to biological processes by reinforcing transcriptional programs and attenuating aberrant transcripts, and they may in some network contexts help suppress random fluctuations in transcript copy number.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 73.77 %
The claim is:  The DESMOND program demonstrates no significant impact on biochemical outcomes.
The evidence is:  The groups did not differ for the other biomedical and lifestyle outcomes and drug use.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 75.11 %
The claim is:  Patients in stable partnerships progress from HIV to death at the same rate as patients not in partnerships.
The evidence is:  In an analysis stratified by previous antiretroviral therapy and clinical stage when starting HAART (US Centers for Disease Control and Prevention group A, B, or C), the adjusted hazard ratio for progression to AIDS or death was 0.79 (95% confidence interval 0.63 to 0.98) for participants with a stable partnership compared with those without.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 89.52 %
kmn  not found in model.
The claim is:  Cnn1 recruitment varies with cell cycle timing.
The evidence is:  Cnn1 regulates KMN activity in a spatiotemporal manner by inhibiting the interaction between its complexes.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 70.22 %
The claim is:  Upregulation of dynein in Drosophila neurons increases the number of microtubule plus-ends growing toward the cell body of each neuron.
The evidence is:  Axonal microtubules are normally oriented uniformly plus-end-distal; however, without dynein, axons contain both plus- and minus-end distal microtubules.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 79.47 %
The claim is:  In S. cerevisiae, the absence of RNA surveillance pathways causes sensitivity to high iron conditions.
The evidence is:  We show that many mRNAs encoding iron uptake or iron mobilization proteins are expressed in iron-replete conditions in the absence of the S. cerevisiae RNase III ortholog Rnt1p or of the nuclear exosome component Rrp6p.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 83.62 %
The claim is:  Rotator cuff exercises are more effective than general exercise therapy in reducing pain and improving function of the shoulder.
The evidence is:  There was a significantly greater improvement in the Constant-Murley score in the specific exercise group than in the control exercise group (24 points (95% confidence interval 19 to 28.0) v 9 points (5 to 13); mean difference between group: 15 points (8.5 to 20.6)).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 74.27 %
The claim is:  CD44v6 is not associated with constitutive and reprogrammed cancer stem cells driving cancer metastasis.
The evidence is:  Importantly, phosphatidylinositol 3-kinase (PI3K) inhibition selectively killed CD44v6 CR-CSCs and reduced metastatic growth.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 75.27 %
saes  not found in model.
transendocardial  not found in model.
The claim is:  Allogeneic mechanical circulatory support is not as effective as autologous mechanical circulatory support for treating acute myocardial infarction.
The evidence is:  CONCLUSIONS In this early-stage study of patients with ICM, transendocardial injection of allogeneic and autologous MSCs without a placebo control were both associated with low rates of treatment-emergent SAEs, including immunologic reactions.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 69.91 %
The claim is:  Satellite cell dysfunction is a key factor in sarcopenia development.
The evidence is:  These results suggest that lifelong reduction of satellite cells neither accelerated nor exacerbated sarcopenia and that satellite cells did not contribute to the maintenance of muscle size or fiber type composition during aging, but that their loss may contribute to age-related muscle fibrosis.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 83.35 %
prdm  not found in model.
postimplantation  not found in model.
pgcs  not found in model.
prdm  not found in model.
The claim is:  The PRDM1 gene is a key determinant of primordial germ cells.
The evidence is:  Blimp1 (Prdm1), the key determinant of primordial germ cells (PGCs), plays a combinatorial role with Prdm14 during PGC specification from postimplantation epiblast cells.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 86.31 %
cholangiocytic  not found in model.
ihepscs  not found in model.
hepatocytic  not found in model.
cholangiocytic  not found in model.
The claim is:  Induced hepatic stem cells possess the potential to differentiate into cholangiocytic cells.
The evidence is:  iHepSCs can be stably expanded in vitro and possess the potential of bidirectional differentiation into both hepatocytic and cholangiocytic lineages.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 76.63 %
procalcitonin  not found in model.
The claim is:  The combination of physical examinations with C-reactive protein values do not improve the accuracy of radiographic verified pneumonia predictions.
The evidence is:  Addition of CRP concentration at the optimal cut off of >30 mg/L improved diagnostic information, but measurement of procalcitonin concentration did not add clinically relevant information in this group.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 86.33 %
The claim is:  Bariatric surgery reduces colorectal cancer.
The evidence is:  No association was detected between bariatric surgery and fractures, cancer, or stroke.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 87.7 %
pyrogens  not found in model.
thermomirs  not found in model.
The claim is:  miR-142-5P is a temperature-sensitive microRNA (miRNA).
The evidence is:  ThermomiRs such as miR-142-5p and miR-143 in turn target endogenous pyrogens including IL-6, IL6ST, TLR2, PGE2 and TNF to complete a negative feedback mechanism, which may be crucial to prevent pathological hyperthermia.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 56.3 %
coinfections  not found in model.
nippostrongylus  not found in model.
The claim is:  Helminths interfere with immune system control of coinfections by microbial pathogens 16.
The evidence is:  We show that mice infected with the intestinal helminth Nippostrongylus brasiliensis (Nb) exhibit a transitory impairment of resistance to airborne Mtb infection.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 71.18 %
The claim is:  Egr3 regulates the homeostasis of B and T cells.
The evidence is:  Egr2- and Egr3-defective B and T cells had hyperactive signal transducer and activator of transcription-1 (STAT1) and STAT3 while antigen receptor-induced activation of transcription factor AP-1 was severely impaired.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 77.99 %
The claim is:  There is no known interaction between Pioneer factor OCT3/4 and major chromatin remodeling factors.
The evidence is:  Notably, we found that Oct4 is associated with multiple chromatin-modifying complexes with documented as well as newly proved functional significance in stem cell maintenance and somatic cell reprogramming.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 83.5 %
postmarket  not found in model.
The claim is:  Therapeutics receiving accelerated approval encounter a lower frequency of post-marketing safety events
The evidence is:  In multivariable analysis, postmarket safety events were statistically significantly more frequent among biologics (incidence rate ratio [IRR] = 1.93; 95% CI, 1.06-3.52; P = .03), therapeutics indicated for the treatment of psychiatric disease (IRR = 3.78; 95% CI, 1.77-8.06; P < .001), those receiving accelerated approval (IRR = 2.20; 95% CI, 1.15-4.21; P = .02), and those with near–regulatory deadline approval (IRR = 1.90; 95% CI, 1.19-3.05; P = .008); events were statistically significantly less frequent among those with regulatory review times less than 200 days (IRR = 0.46; 95% CI, 0.24-0.87; P = .02).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 91.34 %
microcytosis  not found in model.
The claim is:  Patients with microcytosis and higher erythrocyte count were more resistant to severe malarial anaemia when infected with Plasmodium falciparum.
The evidence is:  We estimated that the haematological profile in children homozygous for alpha(+)-thalassaemia reduces the risk of SMA during acute malaria compared to children of normal genotype (relative risk 0.52; 95% confidence interval [CI] 0.24-1.12, p = 0.09).   

Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 69.71 %
The claim is:  Systemic immunosuppressive (IS) therapy does not enhance the chance of cancer mortality in patients with inflammatory eye disease (IED)
The evidence is:  CONCLUSIONS Most commonly used immunosuppressive drugs do not seem to increase overall or cancer mortality.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 84.48 %
The claim is:  Women with a lower birth weight are more likely to develop breast cancer later in life.
The evidence is:  Relative to women who weighed 3.000-3.499 kg, the risk was 0.96 (CI 0.80-1.16) in those who weighed < 2.500 kg, and 1.12 (95% CI 1.00-1.25) in those who weighed > or = 4.000 kg (p for linear trend = 0.001) in birth record data.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 79.36 %
progerin  not found in model.
hipsc  not found in model.
progerin  not found in model.
The claim is:  Progerin induces premature aging in stem cells.
The evidence is:  Thus, our study suggests that progerin-induced aging can be used to reveal late-onset age-related disease features in hiPSC-based disease models.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 65.62 %
The claim is:  Egr2 regulates the homeostasis of B and T cells.
The evidence is:  Here, we report that deletion of both transcription factors Egr2 and Egr3 in lymphocytes resulted in a lethal autoimmune syndrome with excessive serum proinflammatory cytokines but also impaired antigen receptor-induced proliferation of B and T cells.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 76.9 %
mical  not found in model.
stainings  not found in model.
mical  not found in model.
The claim is:  MICAL redox enzymes regulate actin dynamics.
The evidence is:  Consistent with high expression of MICAL in somatic muscles, immunohistochemical stainings reveal that the subcellular localization and architecture of contractile muscle filaments are dramatically disturbed in mical mutants.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 61.61 %
cfdna  not found in model.
The claim is:  Upon developing tyrosine-kinase inhibitor resistance, new mutations in epidermal growth factor receptors emerge and cause treatment failure.
The evidence is:  We first performed next-generation sequencing of cfDNA from seven subjects and detected an acquired EGFR C797S mutation in one; expression of this mutant EGFR construct in a cell line rendered it resistant to AZD9291.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 76.39 %
The claim is:  Mice that lack Interferon-γ or its receptor are highly susceptible to experimental autoimmune myocarditis.
The evidence is:  CONCLUSIONS Our data provide evidence that IFN-gamma protects mice from lethal autoimmune myocarditis by inducing the expression of inducible nitric oxide synthase followed by the downregulation of T-cell responses.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 84.06 %
glycaemic  not found in model.
The claim is:  Medications to treat obesity do not have side effects.
The evidence is:  Orlistat reduced the incidence of diabetes and improved concentrations of total cholesterol and low density lipoprotein cholesterol, blood pressure, and glycaemic control in patients with diabetes but increased rates of gastrointestinal side effects and slightly lowered concentrations of high density lipoprotein.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 80.5 %
The claim is:  Birth-weight is negatively associated with breast cancer.
The evidence is:  The relative risk estimate for breast cancer comparing women with high birthweight to women with low birthweight combining all studies including both pre- and postmenopausal breast cancer was 1.23 (95% confidence interval 1.13-1.34).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 84.53 %
gluconeogenic  not found in model.
The claim is:  Rhythmic expression of Cry1 translates directly into a circadian regulation of cAMP signaling in hepatic glucose metabolism.
The evidence is:  Cry1 expression was elevated during the night-day transition, when it reduced fasting gluconeogenic gene expression by blocking glucagon-mediated increases in intracellular cAMP concentrations and in the protein kinase A-mediated phosphorylation of Creb.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 82.44 %
The claim is:  Mice lacking Sirt1 in Sf1-expressing neurons have increased susceptibility to diet-induced obesity and insulin resistance.
The evidence is:  Also, mutant mice have increased susceptibility to developing dietary T2DM due to insulin resistance in skeletal muscle.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 91.1 %
neuroinflammation  not found in model.
The claim is:  Microglia are an innate immune cell type of the peripheral nervous system.
The evidence is:  Here, we develop a conceptual framework for functions of microglia beyond neuroinflammation and discuss the rich repertoire of signaling and communication motifs in microglia that are critical both in pathology and for the normal physiology of the CNS.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 73.85 %
clomifene  not found in model.
epididymal  not found in model.
The claim is:  There is no increased risk of hypospadias with clomiphene.
The evidence is:  The adverse effect is less severe in sons, although links to testicular cancer and urogenital anomalies, such as epididymal cysts, have been reported.2 3 A recent study also found an increased risk of hypospadias in the sons of women exposed to diethylstilbestrol in utero.4 Clomifene has a half life of about five days, but its metabolites have been found in blood samples on day 22 of the menstrual cycle and in faeces up to six weeks after administration.5 The occurrence of hypospadias may be increasing.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 64.7 %


related_claim_evidence['Cosine Distance'].describe()

count    918.000000
mean      76.047930
std       11.980168
min       14.000000
25%       70.250000
50%       78.000000
75%       84.000000
max       98.000000
Name: Cosine Distance, dtype: float64


ax = related_claim_evidence['Cosine Distance'].plot.hist(bins=20, alpha=0.5)


import random
random_index = random.choice([num for num in range(len(unrelated_claim_evidence))])
heat_map_matrix_between_two_sentences(unrelated_claim_evidence['Claim'][random_index],unrelated_claim_evidence['Evidence'][random_index])

Word distance cannot be computed:  episomally   sumo
Word distance cannot be computed:  episomally   ligase
Word distance cannot be computed:  episomally   mms
Word distance cannot be computed:  episomally   docking
Word distance cannot be computed:  episomally   complex
Word distance cannot be computed:  episomally   active
Word distance cannot be computed:  episomally   indicating
Word distance cannot be computed:  episomally   disjunction
Word distance cannot be computed:  episomally   depend
Word distance cannot be computed:  episomally   functions
Word distance cannot be computed:  episomally   intact
Word distance cannot be computed:  episomally   smc
Word distance cannot be computed:  episomally   large
Word distance cannot be computed:  episomally   operates
Word distance cannot be computed:  episomally   chromosome
Word distance cannot be computed:  episomally   vivo
Word distance cannot be computed:  episomally   show
Word distance cannot be computed:  reational   sumo
Word distance cannot be computed:  reational   ligase
Word distance cannot be computed:  reational   mms
Word distance cannot be computed:  reational   docking
Word distance cannot be computed:  reational   complex
Word distance cannot be computed:  reational   active
Word distance cannot be computed:  reational   indicating
Word distance cannot be computed:  reational   disjunction
Word distance cannot be computed:  reational   depend
Word distance cannot be computed:  reational   functions
Word distance cannot be computed:  reational   intact
Word distance cannot be computed:  reational   smc
Word distance cannot be computed:  reational   large
Word distance cannot be computed:  reational   operates
Word distance cannot be computed:  reational   chromosome
Word distance cannot be computed:  reational   vivo
Word distance cannot be computed:  reational   show
episomally  not found in model.
reational  not found in model.
The claim is:  Understanding epigenetic regulation of replication is essential for the reational design of episomally replicating vectors.
The evidence is:  Here we show that the SUMO ligase and the chromosome disjunction functions of Mms21 depend on its docking to an intact and active Smc5/6 complex, indicating that the Smc5/6-Mms21 complex operates as a large SUMO ligase in vivo.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 67.3 %
None

<AxesSubplot:>


unrelated_claim_evidence['Cosine Distance'] = 0

for df_entry in range(len(unrelated_claim_evidence)):
    unrelated_claim_evidence['Cosine Distance'][df_entry] = cosine_distance_wordembedding_method(unrelated_claim_evidence['Claim'][df_entry],unrelated_claim_evidence['Evidence'][df_entry])

C:\Users\jooer\AppData\Local\Temp/ipykernel_14516/580705921.py:1: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  unrelated_claim_evidence['Cosine Distance'] = 0
C:\Users\jooer\AppData\Local\Temp/ipykernel_14516/580705921.py:4: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  unrelated_claim_evidence['Cosine Distance'][df_entry] = cosine_distance_wordembedding_method(unrelated_claim_evidence['Claim'][df_entry],unrelated_claim_evidence['Evidence'][df_entry])

The claim is:  Weighed food records (WFR) result in poor completion since they're costly to run and impose high participant burden.
The evidence is:  The Hippo pathway controls organ size and tissue homeostasis, with deregulation leading to cancer.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 63.52 %
The claim is:  RA activation of DIF2 and NB4 cells induces hallmarks of transcriptionally active promoters.
The evidence is:  CONCLUSIONS There is a paucity of data regarding newborn care-seeking behaviors; in South Asia, care seeking is low for newborn illness, especially in terms of care sought from health care facilities and medically trained providers.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 28.95 %
macrosomia  not found in model.
hnf  not found in model.
The claim is:  HNF4A mutations are associated with macrosomia in infancy.
The evidence is:  This review examines the use of nanotechnologies for stem cell tracking, differentiation, and transplantation.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 51.06 %
The claim is:  Lamins are found within the inner layer of the mitochondrial membrane of all cells.
The evidence is:  Functional brain imaging in three patients showed a focal reduction in hemispheric perfusion most prominent in the ipsilateral inferior and medial frontal cortex.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 70.74 %
The claim is:  Toll-like receptor (TLR) signaling is involved in the pathogenesis of human MDS.
The evidence is:  ['Homeless youth suffer from high rates of health problems, yet little is known about their perceptions of or context for their own health issues.']
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 61.37 %
passaging  not found in model.
The claim is:  Pure neural progenitor cell (NPC) populations can only be obtained from cell cultures that undergo passaging, filtration, or other isolation and cell sorting methods.
The evidence is:  After an initial healing period, the control limbs regenerated normally.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 73.3 %
The claim is:  British female students are bullied more than British male students.
The evidence is:  We then discuss the concepts behind the identification of common variants as disease causal factors and contrast them to the basic ideas that underlie the rare variant hypothesis.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 49.32 %
hhv  not found in model.
The claim is:  Continued HHV-8 transmission among MSM in San Francisco may be explained by urogenital contact.
The evidence is:  In the case of guinea worm infection, disease eradication might also soon be possible [9].      
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 76.47 %
The claim is:  Long chain polyunsaturated fatty acids supplementation has no significant effects on wheezing or asthma at 3 and 6 years.
The evidence is:  In vitro, apolipoprotein E in cerebrospinal fluid binds to synthetic beta A4 peptide (the primary constituent of the senile plaque) with high avidity.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 60.89 %
The claim is:  Individuals with low serum vitamin D concentrations have decreased risk of multiple sclerosis.
The evidence is:  We hypothesized that LIF-responsive genes in Shp-2(Delta46-110) cells would represent potential candidates for molecules vital for ES cell self-renewal.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 67.51 %
The claim is:  NR5A2 is important in reverse cholesterol transport in humans.
The evidence is:  Current UK and EU legislation limits the number of low strength verbal descriptors and the associated alcohol by volume (ABV) to 1.2% ABV and lower.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 67.69 %
The claim is:  BiP is a general endoplasmic reticulum stress marker.
The evidence is:  ['Within each of two study arms, animals were randomized into 5 groups (NPC, SAP, NPC+SAP, vehicle, and sham).']
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 32.87 %
tmao  not found in model.
The claim is:  Sudden death can occur in patients with complex ventricular arrhythmias.
The evidence is:  Plasma L-carnitine levels in subjects undergoing cardiac evaluation (n = 2,595) predicted increased risks for both prevalent cardiovascular disease (CVD) and incident major adverse cardiac events (myocardial infarction, stroke or death), but only among subjects with concurrently high TMAO levels.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 80.55 %
dialyzable  not found in model.
hdle  not found in model.
The claim is:  Certain immunomodulator-human dialyzable leukocyte extract (hDLE) peptides are recognized by toll-like receptors (TLRs) on macrophages and dendritic cells.
The evidence is:  Certain pathogens, such as Mycobacterium tuberculosis, survive within the hostile intracellular environment of a macrophage.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 69.75 %
tertile  not found in model.
The claim is:  Long - range chromatin interactions regulate transcription.
The evidence is:  RESULTS After adjustment for age and sex, a low ABI was associated with lower scoring (bottom tertile vs top tertile) on Raven's Matrices (odds ratio (OR)=1.6, 95% confidence interval (CI) =1.0-2.6), Verbal Fluency (OR =1.8, 95% CI =1.1-3.0), and Digit Symbol Test (OR =2.3, 95% CI =1.3-4.2), suggesting that the ABI is predictive of poorer performance in nonverbal reasoning, verbal fluency, and information processing speed.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 60.11 %
The claim is:  90% of sudden infant death syndrome (SIDS) deaths happen in newborns aged less than 6 months.
The evidence is:  In animal models, obese mice with fatty livers are vulnerable to liver adenosine triphosphate (ATP) depletion and necrosis, suggesting that altered hepatic energy homeostasis may be involved.   

Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 59.1 %
The claim is:  Decrease of p62 in prostate tumor stroma results in defective autophagy.
The evidence is:  Numerous new nuclei and structures also have been identified.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 44.52 %
tumorigenic  not found in model.
swcnt  not found in model.
The claim is:  Acute ablation of Snail in the embryonic cortex affects the proliferation and number of embryonic cortical precursors.
The evidence is:  METHODS Non-tumorigenic human lung epithelial cells were chronically exposed to well-dispersed SWCNT for a period of 6 months at the physiologically relevant concentration of 0.02 μg/cm2 surface area dose.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 71.35 %
mitocas  not found in model.
The claim is:  Specialized functional cell types can be derived from human pluripotent stem cells.
The evidence is:  Moreover, our development of mitoCas9 with specific localization to the mitochondria should facilitate its application for mitochondrial genome editing.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 76.86 %
The claim is:  Glycan adaptation is rarely observed in the B-cell repertoire.
The evidence is:  We report that the pro-apoptotic activity of cytochrome c is influenced by its redox state and that increases in reactive oxygen species (ROS) following an apoptotic insult lead to the oxidation and activation of cytochrome c. In healthy neurons and cancer cells, however, cytochrome c is reduced and held inactive by intracellular glutathione (GSH), generated as a result of glucose metabolism by the pentose phosphate pathway.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 67.93 %
The claim is:  The ability of activator E2Fs in preventing cell death is limited to terminally differentiated cells.
The evidence is:  Rare cells that survive genome doubling demonstrate increased tolerance to chromosome aberrations.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 77.12 %
The claim is:  Deletion of ATM and Rad3 related protein is not predictive of acute tissue loss.
The evidence is:  Seventeen carcinomas had two somatic mutations each.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 61.82 %
The claim is:  10% of sudden infant death syndrome (SIDS) deaths happen in newborns aged less than 6 months.
The evidence is:  In contrast, long-term degeneration of pyramidal cells and granule cell dispersion may reflect distinct responses to recurrent seizures.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 62.68 %
The claim is:  H4 G94P proteins suppress degradation of free histones via Rad53-dependent mechanisms.
The evidence is:  Inositol 1,4,5-triphosphate receptor 1 and myosin light chain kinase were recruited as key phosphorylation targets of presynaptic PKG-I in nociceptive neurons.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 62.56 %
The claim is:  In domesticated populations of Saccharomyces cerevisiae, segmental aneuploidy occurs infrequently.
The evidence is:  In a double-blind phase 2 trial, 99 adults received vaccine, placebo, or YF 17D vaccine (YF-VAX).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 15.66 %
foxp  not found in model.
The claim is:  Replacement of OCT4 and SOX2 genes with GATA3 has the ability to reprogram human cells.
The evidence is:  Here we show that in mice, Foxp3(+) T cells contributed to diversification of gut microbiota, particularly of species belonging to Firmicutes.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 69.28 %
nucleosomal  not found in model.
The claim is:  NAC inhibits the generation of angiotensin-converting enzyme.
The evidence is:  Remarkably, further addition of free H2A.Z-H2B dimer leads to hyperstimulation of ATPase activity, eviction of nucleosomal H2A-H2B, and deposition of H2A.Z-H2B.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 49.4 %
The claim is:  FACT and other histone chaperone(s) compensate for Histone 2A (H2A)-histone 2B (H2B) dimer eviction during the histone exchange process.
The evidence is:  It is also unknown whether the emergence of these responses coincides with the appearance of antibody specificities to a single or multiple regions of the viral envelope glycoprotein (Env).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 70.01 %
chemoresistance  not found in model.
The claim is:  Mice defective for deoxyribonucleic acid (DNA) polymerase I (polI) fail to reveal increased sensitivity to ionizing radiation (IR).
The evidence is:  Despite progress in treatment of small cell lung cancer (SCLC), its multidrug chemoresistance and poor prognosis still remain.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 54.76 %
thcy  not found in model.
The claim is:  LSD1-positive promoters are associated with RNA polymerase II
The evidence is:  Serum and erythrocyte (RBC) folate, serum vitamin B (12), and plasma tHcy concentrations were measured at the base-line and at the end of each diet period.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 61.35 %
ifit  not found in model.
The claim is:  IFIT1 speeds viral replication by allowing for the proliferation of mis-capped viral RNAs.
The evidence is:  The use of cryptic acceptor sites in exon 5 occurred in transcripts in which intron 4 was removed subsequent to introns 5 and 6.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 57.42 %
The claim is:  Integrating classroom-based collaborative learning with Web-based collaborative learning offers the best class performance.
The evidence is:  In contrast, HDAC6 inhibition did not affect interactions between STIM1 and the microtubule plus end-binding protein EB1.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 50.66 %
The claim is:  The number of unfertilized oocytes in mated hermaphrodites increases with age.
The evidence is:  RESULTS Diastolic dysfunction was strongly and inversely associated with exercise capacity.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 50.07 %
The claim is:  Ethanol stress increases the expression of SRL in bacteria.
The evidence is:  During chemotherapy induction, viral RNA expression increased (median 190-fold), and virus replication occurred, coincident with development of disease progression.   

Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 74.97 %
The claim is:  Weighed food records (WFR) result in high completion since they're cheap to run and impose low participant burden.
The evidence is:  In all cell types, death was associated with LD depletion and was accelerated by blocking LD biogenesis after pharmacological inhibition of Group IVA phospholipase A2 (cPLA2α) or down-regulation of ceramide kinase.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 44.98 %
tirasemtiv  not found in model.
The claim is:  Tirasemtiv has no effect on cardiac muscle.
The evidence is:  The pooled AUC was 0.81 (95% CI, 0.78-0.85).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to -0.83 %
polm  not found in model.
unblinded  not found in model.
The claim is:  Mice defective for deoxyribonucleic acid (DNA) polymerase m (polm) fail to reveal increased sensitivity to ionizing radiation (IR).
The evidence is:  Overall, methodological quality of studies was good but subjective outcomes were potentially biased because most studies were unblinded.   
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 53.91 %
hnf  not found in model.
colposcopies  not found in model.
The claim is:  Carriers of HNF4A mutations are at reduced risk for diabetes.
The evidence is:  A similar number of double-blinded Pap smears and colposcopies with biopsy were performed in randomly selected women in the control group.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 61.82 %
commd  not found in model.
The claim is:  Nuclear transfer from adult human fibroblasts to human oocytes can give rise to blastocysts containing expandable pluripotent cells.
The evidence is:  Expression quantitative trait locus analysis linked increased COMMD1 expression with decreased bone erosion in rheumatoid arthritis.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 61.76 %
funestus  not found in model.
The claim is:  NAC destabilizes NO to increase the effect of contrast agents on renal functions.
The evidence is:  funestus were collected.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 29.27 %
The claim is:  Aged patients are less susceptible to ischaemia/reperfusion injury.
The evidence is:  Since (-)-epicatechin has tentatively been identified as substrate of MPO, we studied the one-electron oxidation of (-)-epicatechin by MPO.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 40.98 %
tumorigenicity  not found in model.
engraftment  not found in model.
The claim is:  61% of colorectal cancer patients are diagnosed with regional or distant metastases.
The evidence is:  This proved particularly challenging for the ES cells, as their enrichment into cardiomyocytes and their long-term engraftment and tumorigenicity are still poorly understood.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 53.8 %
The claim is:  Less than 10% of patients exposed to radiation have activated markers of mesenchymal stem cells.
The evidence is:  The therapeutic potential of these drugs in other central nervous system diseases is also gaining support.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 71.67 %
The claim is:  The PPR MDA5 has twenty N-terminal CARD domains.
The evidence is:  This has provoked strong debates concerning the function of NO in plants, even questioning its existence in planta.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 44.53 %
The claim is:  Reduced phosphorylation of PP2A suppresses HDAC4 dephosphorylation.
The evidence is:  162 Factors Affecting Tissue Concentrations of Tyrosine .
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 52.05 %
cerebroventricular  not found in model.
The claim is:  Intra-cerebroventricular infusion of amyloid-β oligomers reduces expression of fibronectin type-III domain-containing protein 5 mRNA in mice hippocampi.
The evidence is:  At 26 weeks, 36.6% of the combination therapy group achieved prolonged and 38.2% achieved 7-day point-prevalence smoking abstinence compared with 27.6% and 31.9% in varenicline monotherapy (OR, 1.52; 95% CI, 1.04-2.22; P = .03 and OR, 1.32; 95% CI, 0.91-1.91; P = .14, respectively).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 45.52 %
scpif  not found in model.
polycomb  not found in model.
The claim is:  ScPif1p has higher binding ability to G-rich ssDNA than to non-G-rich ssDNA.
The evidence is:  We also used computational genomics to search for sequence determinants of Polycomb binding.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 65.01 %
The claim is:  Upregulation of PD1 causes the upregulation of Satb1.
The evidence is:  The aim of this study was to determine the extent to which these progenitors differentiate into fully functional adipocytes.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 25.9 %
The claim is:  The proportion of people with visual difficulty is two times higher in low-income countries than in high-income countries.
The evidence is:  A multinomial multilevel regression model was conducted to examine the socio-demographic variation in the clustering of the four risk factors.   

Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 65.64 %
endochondral  not found in model.
obls  not found in model.
ocls  not found in model.
The claim is:  The composition of myosin-II isoform switches from the A isoform to the B isoform during hematopoietic differentiation.
The evidence is:  We used the oc/oc mouse, a mouse model with impaired endochondral ossification caused by a loss of osteoclast (OCL) activity, to investigate the role of osteoblasts (OBLs) and OCLs in the HSC niche formation.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 57.98 %
microenviroment  not found in model.
ffas  not found in model.
kappab  not found in model.
The claim is:  Flexible molecules experience less steric hindrance in the tumor microenviroment than rigid molecules.
The evidence is:  FFAs may cause beta-cell apoptosis via ER stress, which is NF-kappaB and NO independent.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 65.74 %
The claim is:  Stacking is more stable when a purine is present in the +5 position (C1698).
The evidence is:  Together, our results provide compelling evidence that exposure to IR induces long-term expression of senescence markers in vivo, an effect that may contribute to the reduced tissue functionality observed in cancer survivors.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 68.17 %
semaphorins  not found in model.
The claim is:  Rising temperatures caused by global warming increases risk of dengue fever transmission.
The evidence is:  Secreted semaphorins act as guidance cues in the developing nervous system and may have additional functions in mature neurons.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 62.44 %
apbs  not found in model.
immunostaining  not found in model.
The claim is:  The amount of publicly available DNA data doubles every 10 months.
The evidence is:  Immunostaining showed that APBs also contain replication factor A, RAD51, and RAD52, proteins involved in DNA synthesis and recombination.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 68.69 %
abmd  not found in model.
The claim is:  The HSV-2 infection is typically asymptomatic.
The evidence is:  Men with T2DM had significantly higher aBMD compared to those without T2DM.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 41.48 %
dlns  not found in model.
The claim is:  CCL19 is predominantly present within dLNs.
The evidence is:  Protein modifications play a major role for most biological processes in living organisms.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 61.64 %
disrepairs  not found in model.
The claim is:  During non-homologous end joining, the ligation step is not as tolerant of disrepairs and other distortions when joining 3' of strand breaks as compared to 5' strand breaks.
The evidence is:  Participants were divided into two groups (low skeletal muscle index and normal skeletal muscle index) using the Asian Working Group for Sarcopenia's skeletal muscle index criteria for diagnosing sarcopenia.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 78.7 %
The claim is:  For every 1,000 children with cerebral palsy, more than 300 of them are premature or underweight at birth.
The evidence is:  We have modified an Escherichia coli vector expressing 66-kDa HIV-1 reverse transcriptase (p66) so that it simultaneously expresses this and the pol-coded protease.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 37.82 %
The claim is:  Concentrations of SNV and CNV in stem-cell regulatory elements and binding sites of transcription factors in iPSC-lines are distinct from their founding cells.
The evidence is:  Inositol 1,4,5-triphosphate receptor 1 and myosin light chain kinase were recruited as key phosphorylation targets of presynaptic PKG-I in nociceptive neurons.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 64.82 %
microenvironments  not found in model.
jmjd  not found in model.
The claim is:  Cancer-associated fibroblasts (CAFs) are constituents of tumor microenvironments
The evidence is:  Importantly, knockdown of JMJD6 represses p53-dependent colon cell proliferation and tumorigenesis in vivo, and significantly, the expression of JMJD6 is markedly up-regulated in various types of human cancer especially in colon cancer, and high nuclear JMJD6 protein is strongly correlated with aggressive clinical behaviors of colon adenocarcinomas.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 66.74 %
nongrowing  not found in model.
antituberculosis  not found in model.
The claim is:  DMS3 protein enables Pol V transcription in vivo.
The evidence is:  Additionally, the lungs of chronically infected mice harbor a subpopulation of nongrowing but metabolically active bacteria, which are absent in mice lacking interferon-γ, a cytokine essential for antituberculosis immunity.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 42.05 %
phosphotransfer  not found in model.
The claim is:  Differentiated E2f-1, -2, -3 TKO cells in the intestine do not exhibit apoptosis.
The evidence is:  Our results demonstrate that previously identified specificity residues dictate binding affinity and that phosphatase specificity follows phosphotransfer specificity for cognate HK-RR pairs.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 54.41 %
traf  not found in model.
The claim is:  Expression of oncolytic virus antigens as peptides permits additional protection against relapse.
The evidence is:  A Candidate Gene Approach Identifies the TRAF1/C5 Region as a Risk Factor for Rheumatoid Arthritis.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 64.79 %
ergospirometric  not found in model.
The claim is:  53% of perinatal mortality is due to low birth weight.
The evidence is:  However, in both pulmonary hypertension and heart failure, ergospirometric variables and walk distances are better correlated to functional class and prognosis than to haemodynamic function 3, 6, 7, 10–12.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 72.4 %
balf  not found in model.
bronchoalveolar  not found in model.
The claim is:  Bcp1 is a chaperone for Rpl23.
The evidence is:  Bronchoalveolar lavage fluid (BALF) and lung tissues were obtained to perform cell counts, histological analysis, and enzyme-linked immunosorbent assay.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 2.18 %
neoadjuvant  not found in model.
The claim is:  4-PBA treatment raises endoplasmic reticulum stress in response to general endoplasmic reticulum stress markers.
The evidence is:  Pathologic diagnosis, hormonal receptor status (HR), Ki67, and HER-2/neu status were assessed on tumor samples before neoadjuvant chemotherapy.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 63.64 %
colocalize  not found in model.
The claim is:  In transgenic mice harboring green florescent protein under the control of the Sox2 promoter, more than 50 percent of the cells with green florescent colocalize with cell proliferation markers.
The evidence is:  We believe that this strategy can be successfully applied at present in order to unravel the contribution of rare variants to the multifactorial inheritance of common diseases, which could lead to the implementation of much needed preventative screening schemes.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 68.14 %
The claim is:  Crossover hot spots are found within gene promoters in Saccharomyces cerevisiae.
The evidence is:  CONCLUSION Recurrence is common for patients with metastatic brain tumors after initial radiosurgery.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 54.16 %
perigenital  not found in model.
The claim is:  Perigenital skin is not the primary site of HIV acquisition.
The evidence is:  BC1 RNA, an ID-related transcript, is derived from the single copy BC1 RNA gene.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 66.74 %
The claim is:  Treatment with the EC uptake inhibitor AM404 resulted in a dose-dependent decrease in the expression of immobility.
The evidence is:  Hundreds of different proteins regulate and implement transcription in Saccharomyces.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 62.14 %
stadtmanae  not found in model.
blaer  not found in model.
The claim is:  M. stadtmanae does not induce ASC speck formation in BlaER1 monocytes.
The evidence is:  During a developmental period approximating the first 8 weeks of human gestation, transcript kinetics vary by eight orders of magnitude.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 24.93 %
lmna  not found in model.
hgps  not found in model.
The claim is:  Lmna knock-in models are appropriate for testing therapeutic approaches against Hutchinson-Gilford progeria syndrome (HGPS).
The evidence is:  c-Abl has been shown to regulate the cell cycle and to induce under certain conditions cell growth arrest and apoptosis.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 70.97 %
ernas  not found in model.
xpv  not found in model.
The claim is:  eRNAs influence is linked to senescence, aging, and carcinogenesis.
The evidence is:  Xeroderma pigmentosum variant (XPV) patients with mutations in the DNA polymerase eta (pol eta) gene are hypersensitive to sunlight and have greatly increased susceptibility to sunlight-induced skin cancer.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 66.59 %
foxo  not found in model.
nucleoids  not found in model.
The claim is:  The gene daf-16, which encodes forkhead Box O (FOXO), is required for all phenotypes associated with reduced insulin/insulin-like growth factor (Igf) signaling.
The evidence is:  Thus, we postulate that ER-associated division serves to link the distribution of mitochondria and mitochondrial nucleoids in cells.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 79.38 %
The claim is:  Deletion of ATM and Rad3 related protein leads to acute tissue loss.
The evidence is:  Between the MH1 and MH2 domains lies a linker region of variable sequence and length.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 58.86 %
The claim is:  Localization of PIN1 in the roots of Arabidopsis requires VPS9a
The evidence is:  They are found together as components of several highly conserved chromatin-modifying complexes.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 54.0 %
rsad  not found in model.
isgs  not found in model.
The claim is:  Interferon stimulated genes (ISGs) Irf1, Irg1, Ifi27, and Rsad2 inhibit West Nile virus replication in cortical neurons.
The evidence is:  Inhibition of Rho activity by C3 transferase suppressed this force-induced focal contact formation.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 61.37 %
pseudoknots  not found in model.
The claim is:  Pseudoknots are not evolutionarily conserved in most eukaryotes.
The evidence is:  The objective is to eliminate the confusion caused by the assignment of identical names to ribosomal proteins from different species that are unrelated in structure and function.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 39.56 %
The claim is:  miRNAs regulate a unique suite of mRNAs to maintain homeostasis in cells.
The evidence is:  This retrospective study presents the epidemiological characteristics and predisposing factors of 60 of the malaria epidemics reported in Sistan va Baluchestan province during 2005-09.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 36.34 %
coatmer  not found in model.
The claim is:  COPI coatmer is involved in viral replication.
The evidence is:  In this trial we compared radiotherapy alone with radiotherapy plus temozolomide, given concomitantly with and after radiotherapy, in terms of efficacy and safety.   

Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 37.58 %
The claim is:  Active H. pylori urease has a polymeric structure consisting of five distinct subunits.
The evidence is:  In concert with H3K27me recognition, binding to RNA contributes to CBX7 function, and disruption of either interaction impacts the ability of CBX7 to repress the INK4b/ARF/INK4a locus and control senescence.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 68.6 %
clpc  not found in model.
sigmab  not found in model.
sigmaa  not found in model.
The claim is:  De novo assembly of sequence data has shorter contigs than unassembled sequence data.
The evidence is:  The Bacillus subtilis clpC operon is regulated by two stress induction pathways relying on either sigmaB or a class III stress induction mechanism acting at a sigmaA-like promoter.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 58.63 %
primpol  not found in model.
hdaci  not found in model.
prostratin  not found in model.
The claim is:  PrimPol degrades short DNA replication intermediates on the leading strand during DNA replication.
The evidence is:  This more pronounced remodeling correlated with a synergistic reactivation of HIV-1 transcription following the combined treatment prostratin+HDACI, as demonstrated by measuring recruitment of RNA polymerase II to the 5'LTR and both initiated and elongated transcripts.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 74.75 %
downmodulation  not found in model.
The claim is:  Upregulation of PD1 causes the downmodulation of Satb1.
The evidence is:  We estimated that the haematological profile in children homozygous for alpha(+)-thalassaemia reduces the risk of SMA during acute malaria compared to children of normal genotype (relative risk 0.52; 95% confidence interval [CI] 0.24-1.12, p = 0.09).   

Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 43.39 %
opmls  not found in model.
microinvasive  not found in model.
The claim is:  p16INK4A degradation is  linked to an abnormal wound response caused by the microinvasive step of advanced Oral Potentially Malignant Lesions (OPMLs).
The evidence is:  In nasal tissue, this change reflected an increase in arachidonic acid levels and a decrease in docosahexaenoic acid levels.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 76.8 %
The claim is:  The deregulated and prolonged activation of monocytes improves inflammatory disease outcomes.
The evidence is:  Elevated bilirubin levels were also seen at the higher dose levels.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 58.17 %
The claim is:  Distant CREs are important for transcriptional regulation.
The evidence is:  We investigated whether EBERs were recognized by RIG-I as dsRNA.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 38.54 %
The claim is:  Lysine histone demethylase inhibitor JIB 04 is inactive against KDM5A.
The evidence is:  Lpd depletion caused bipolar pyramidal neurons to adopt a tangential, rather than radial-glial, migration mode without affecting cell fate.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 24.05 %
The claim is:  Chronic HIV stimulation of B cells leads to the premature exhaustion of B cells.
The evidence is:  However, it could not prevent late death caused by respiratory failure and did not provide a survival benefit in acute paraquat poisoning.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 75.26 %
thiogalactoside  not found in model.
iptg  not found in model.
The claim is:  Ribosome-inactivating protein-2 (RIP-2) interacts with the p75 NTR death domain
The evidence is:  ['Activation was strongly inhibited by isopropyl-beta-D-thiogalactoside (IPTG), indicating that LAP retained the functions needed for allosteric regulation.']
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 59.99 %
overexpressors  not found in model.
ompf  not found in model.
The claim is:  Reduction of purity of cytoplasmic membranes isolated from overexpressors is indicated by stronger spots for OmpF in 2D BN-PAGE gels.
The evidence is:  Gene expression of the antioxidant enzymes was usually in the range of +/-
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 71.65 %
htra  not found in model.
The claim is:  Long chain polyunsaturated fatty acids supplementation reduces wheezing and asthma.
The evidence is:  Finally, inhibition of Omi/HtrA2 resulted in reduced autophagy and hepatic dysfunction.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 56.11 %
hypomethylated  not found in model.
The claim is:  The G34R/V mutation creates a hypomethylated phenotype at the H3K36 histone.
The evidence is:  The cells within this group, in both normal and experimentally manipulated conditions, pack together in the same way as soap bubbles do.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 42.1 %
The claim is:  CHOP is a general endoplasmic reticulum stress marker.
The evidence is:  The potential role of genetic variability of GLP-1R on body weight response to GLP-1 RAs in obese women with polycystic ovary syndrome (PCOS) has not yet been evaluated.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 49.57 %
The claim is:  A deficiency of vitamin B6 decreases blood levels of homocysteine.
The evidence is:  Perturbed ribosome biogenesis in DBA has been shown to induce a p53-mediated ribosomal stress response.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 54.38 %
The claim is:  Low expression of miR7a does not repress target genes or exert a biological function in testis.
The evidence is:  Our tool is effective in displaying variation in genome structure and, generally, any other kind of positional relationships between genomic intervals.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 74.65 %
xrn  not found in model.
The claim is:  H4 G94P proteins induce degradation of free histones via Rad53-dependent mechanisms.
The evidence is:  The pool of displaced Cse4 can be experimentally depleted in mRNA processing pat1Δ or xrn1Δ mutants.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 57.3 %
nucleosomal  not found in model.
octameric  not found in model.
The claim is:  Side effects associated with antidepressants lower risk of myocardial infarction.
The evidence is:  Although histones have a high degree of conservation due to constraints to maintain the overall structure of the nucleosomal octameric core, variants have evolved to assume diverse roles in gene regulation and epigenetic silencing.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 64.85 %
xrl  not found in model.
The claim is:  Activator-inhibitor pairs are provided ventrally by Xrl-sizzled.
The evidence is:  These results imply that decreased NAD(+) concentration initiates the apoptotic cascade, resulting in the antitumor effect of WK175.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 45.56 %
esrrb  not found in model.
The claim is:  Genes regulated by Esrrb transcription factor are sensitive to Mbd3 function.
The evidence is:  METHODS A meta-analysis was performed of postoperative blood loss in randomized clinical trials of hydroxyethyl starch versus albumin for fluid management in adult cardiopulmonary bypass surgery.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 61.15 %
The claim is:  The predominant localization of Linc00173 is in mononuclear macrophage nuclei.
The evidence is:  Heterogeneity needs to be examined using additional methods.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 8.55 %
The claim is:  Malaria has a high vectorial capacity.
The evidence is:  Three straws per batch were analyzed in duplicate measurements.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 55.13 %
The claim is:  The cytokine receptor which regulates chemotaxis and formation of lymph nodes is involved in production of myeloperoxidase in the left atrium.
The evidence is:  CONTEXT Sugar-sweetened beverages like soft drinks and fruit punches contain large amounts of readily absorbable sugars and may contribute to weight gain and an increased risk of type 2 diabetes, but these relationships have been minimally addressed in adults.   

Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 54.9 %
The claim is:  PRC1-bound plasmids sediment at a slower rate in unbound plasmids than in sucrose gradients.
The evidence is:  In the first section, the review presents new roles for pharmacists within multidisciplinary teams, such as in case conferencing or collaborative drug therapy management; and new roles that would benefit from increased pharmacist involvement, such as the early detection of mental health conditions, development of care plans and follow up of people with mental health problems.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 33.7 %
The claim is:  Obesity raises life quality.
The evidence is:  Their use of health care services and associated charges were monitored for 1 year of care.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 75.31 %
tirasemtiv  not found in model.
The claim is:  Tirasemtiv targets cardiac muscle.
The evidence is:  Currently, there are no true pharmacological antagonists for paraquat and there are no chelating agents capable of binding the poison in the blood or other tissues.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 64.01 %
The claim is:  Oxidative DNA damage inhibits STING signalling.
The evidence is:  Simultaneously, fascinating insights into gene networks that regulate cell fitness will be generated, with important consequences for the fields of hematology, oncology and regenerative medicine.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 54.08 %
osteoparthritis  not found in model.
subchondral  not found in model.
The claim is:  Osteoparthritis (OA) is characterized by degeneration of articular cartilage, joint edge, and subchondral bone hyperplasia.
The evidence is:  SETTINGS AND DESIGN Hospital based, prospective cohort study.   

Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 34.09 %
episomally  not found in model.
reational  not found in model.
The claim is:  Understanding epigenetic regulation of replication is essential for the reational design of episomally replicating vectors.
The evidence is:  Here we show that the SUMO ligase and the chromosome disjunction functions of Mms21 depend on its docking to an intact and active Smc5/6 complex, indicating that the Smc5/6-Mms21 complex operates as a large SUMO ligase in vivo.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 67.3 %
The claim is:  Low expression of miR7a does not repress target genes or exert a biological function in ovaries.
The evidence is:  Modulating GLP-1 secretion in gut "taste cells" may provide an important treatment for obesity, diabetes and abnormal gut motility.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 75.87 %
emodin  not found in model.
pgam  not found in model.
intratumor  not found in model.
The claim is:  Emodin forms hydrogen bonds with residues involved in PGAM1 substrate binding.
The evidence is:  CONCLUSIONS Intratumor heterogeneity can lead to underestimation of the tumor genomics landscape portrayed from single tumor-biopsy samples and may present major challenges to personalized-medicine and biomarker development.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 62.16 %
ppary  not found in model.
cxcr  not found in model.
chemoresistance  not found in model.
stemness  not found in model.
The claim is:  Increased conversion of PGE 2 to PPARy ligand 15-ket-PGE 2 causes accumulation of PGE.
The evidence is:  In addition, CXCR7 silencing significantly decreased gene expression associated with stemness, chemoresistance and epithelial–mesenchymal transition and suppressed the proliferation ability of ESCC cells in three-dimensional culture systems and angiogenesis assay.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 64.16 %
hoxb  not found in model.
The claim is:  HOXB4 facilitates HSC expansion when co-cultured with HSCs.
The evidence is:  Recently, direct measurements of the (two-dimensional) receptor-ligand complex lifetimes at cell-cell interface were found to be smaller than (three-dimensional) lifetimes in solution but the underlying mechanism is unknown.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 54.13 %
foxp  not found in model.
The claim is:  Foxp3 represses the expression of transcriptional regulators implicated in memory T cell development.
The evidence is:  These data reveal that GPI-AP-enhanced full activation of BMP signaling is required for human trophoblast formation.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 76.27 %
The claim is:  β1/Ketel is able to bind microtubules.
The evidence is:  FINDINGS Between Sept 10, 2007, and June 1, 2011, we screened 154 individuals, randomly allocating 38 to ATG and 20 to placebo.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 27.1 %
The claim is:  EGR2 is important to myelination of the peripheral nervous system.
The evidence is:  SEARCH STRATEGY Electronic databases, bibliographies and experts were used to identify relevant published and unpublished studies up until August 2000.   
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 51.21 %
carboxilic  not found in model.
The claim is:  ATM and Rad3 related protein have no role in sensing DNA damage.
The evidence is:  The identity of indole-3-carboxilic acid was definitively confirmed by comparing its retention time and fragmentation spectra with a commercial standard.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 77.05 %
scpif  not found in model.
The claim is:  ScPif1p has reduced binding ability to G-rich ssDNA compared to non-G-rich ssDNA.
The evidence is:  The primary end point was the total number of gadolinium-enhanced lesions recorded on T(1)-weighted MRI at monthly intervals for 6 months.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 76.18 %
ssdc  not found in model.
The claim is:  Cancer-associated fibroblasts (CAFs) have no known interaction with cancer cells in the formation and activation of CAFs.
The evidence is:  Birds are thus offering new opportunities for studying dosage compensation in a ZZ/ZW system, which should shed light on the evolution of SSDC more broadly.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 63.91 %
The claim is:  Marmosets have a brain region homologous to Broca's area.
The evidence is:  EXPOSURES History of clinician-diagnosed concussion and years of football experience.   

Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 43.62 %
The claim is:  In the UK, drowning affects boys and girls equally.
The evidence is:  RESULTS Pearson correlation revealed that E/E' was significantly correlated with peak oxygen uptake (r = -0.55, P = .001), the ventilatory efficiency slope (r = 0.60, P < .001), resting P(ET)CO2 (r = -0.39, P = .03), peak P(ET)CO2 (r = -0.50, P = .004), and HRR1 (r = -0.63, P < .001).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 49.72 %
The claim is:  Ethanol stress reduces the expression of SRL in bacteria.
The evidence is:  Participatory observation, key informant interviews and focus group discussion with community level relief and rehabilitation workers and government and non-governmental officials were used to gather data.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 43.11 %
myofibroblasts  not found in model.
ophthalmoplegia  not found in model.
dystaxia  not found in model.
The claim is:  At least 85% of patients exposed to radiation have activated markers of myofibroblasts.
The evidence is:  In midlife, ptosis, ophthalmoplegia, dystaxia, and a nonspecific myopathy occur.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 36.36 %
The claim is:  Assessing treatment adherence is more beneficial to clinical practice than measuring routine outcomes.
The evidence is:  When an active replication fork is perturbed, multiple cellular pathways are recruited to stabilize the replication apparatus and to help to bypass or correct the causative problem.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 67.24 %
nonhomologous  not found in model.
aberrantly  not found in model.
The claim is:  Ethanol stress lowers the expression of PSP in bacteria.
The evidence is:  Here, we show that DNA breaks in Brca1-deficient cells are aberrantly joined into complex chromosome rearrangements by a process dependent on the nonhomologous end-joining (NHEJ) factors 53BP1 and DNA ligase 4.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 64.06 %
suppresss  not found in model.
The claim is:  PGE 2 suppresss intestinal tumor growth by altering the expression of tumor suppressing and DNA repair genes.
The evidence is:  RESULTS Stromal cell cultures were sorted for expression of integrin α1 β1 , which enriched for cells expressing the androgen receptor (AR).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 75.09 %
lymphotropic  not found in model.
The claim is:  Approximately 250,000 people are infected with human T-cell lymphotropic virus type 1 in the United Kingdom.
The evidence is:  On clinical examination 1222 of the men were considered at high risk of cardiovascular disease.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 75.42 %
The claim is:  Urbanization is an important risk factor related to the transmission of dengue fever.
The evidence is:  Then α-SMA-GFP-positive cells were loaded on a collagen-fibronectin gel with endothelial cells to test their vascularization ability both in vitro and in vivo.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 49.7 %
The claim is:  CDK6 shows impaired binding to loss-of-function variants of p18 INK4C.
The evidence is:  The scale correlated significantly with measures of love, sexual attitudes, self-disclosure, commitment, and investment in a relationship.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 65.23 %
pharmacogenetic  not found in model.
adrb  not found in model.
The claim is:  Tumor development occurs in conjunction with suppression of pro-inflammatory cytokines.
The evidence is:  Common functional polymorphisms in beta adrenergic receptor genes (ADRB) have been associated with HF phenotypes, and with pharmacogenetic interaction with beta adrenergic receptor blockers (beta blockers).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 66.31 %
sirv  not found in model.
islandicus  not found in model.
The claim is:  The deregulated and prolonged activation of monocytes has deleterious effects in chronic infectious conditions.
The evidence is:  As a consequence of SIRV2 infection, transcription of more than one-third of S. islandicus genes was differentially regulated.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 67.62 %
ntaq  not found in model.
pyroglutamate  not found in model.
The claim is:  Formation of N-terminal pyroglutamate by glutamine cyclase (GC) competes with NTAQ1 for Nt-Gln substrates.
The evidence is:  If this lifestyle continues, morbid consequences are virtually inevitable.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 6.14 %
The claim is:  Overexpressing Cnp1 N-tail variants exacerbates the temperature-sensitive growth defect of scm3-139.
The evidence is:  ['We found that, upon ligation of the integrin beta6 with fibronectin, beta6 complexed with Fyn and activated it.']
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 53.38 %
The claim is:  Lamins are associated with nuclear membrane structure maintenance.
The evidence is:  Abstract In this article we discuss our experience designing and implementing a statistical computing language.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 54.8 %
genotyped  not found in model.
The claim is:  Increased lipolysis leads to higher P38 phosphorylation in adipose tissue.
The evidence is:  We genotyped 110 single-nucleotide polymorphisms (SNPs) in 59 selected—candidate—genes in a cohort of 107 HCV-infected participants who spontaneously cleared the infection and 176 participants whose infection persisted.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 52.14 %
tkis  not found in model.
galectin  not found in model.
ralb  not found in model.
hdm  not found in model.
polyubiquitination  not found in model.
The claim is:  B3-Galectin decreases cell resistance to tyrosine kinase inhibitors (TKIs) by engaging the alternate KRAS-RalB signaling complex downstream of EGFR.
The evidence is:  We show that, when overexpressed, L23 inhibits HDM2-induced p53 polyubiquitination and degradation and causes a p53-dependent cell cycle arrest.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 77.67 %
mthfr  not found in model.
homozygosity  not found in model.
The claim is:  Chinese individuals with TT homozygosity in the MTHFR gene are less vulnerable to strokes caused by low levels of folate intake.
The evidence is:  Blastocyst formation from human SCNT embryos occurs at a low rate and with only some oocyte donors.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 69.01 %
The claim is:  Aged patients are more susceptible to ischaemia/reperfusion injury.
The evidence is:  They contain microtubule-destabilizing activities, and restrict spindle length in a wide variety of cell types and organisms.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 38.33 %
The claim is:  Increased flux of microbial products suppresses immune responses.
The evidence is:  Targeting mitotic exit has been recently proposed as a relevant therapeutic approach against cancer.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 65.21 %
hnf  not found in model.
The claim is:  A mutation in HNF4A leads to an increased risk of diabetes by the age of 14 years.
The evidence is:  Although no longer able to eat large amounts, "grazing" became a more common pattern, appearing >or=6 months following surgery.   

Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 80.32 %
The claim is:  Glucose restriction to 0.05% reduces RLS (replicative life span) by 20-40% in S. cerevisiae.
The evidence is:  Ninety-six percent of the 20,810 baseline Pap smears were diagnosed as negative (N = 20,156).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 41.88 %
cdca  not found in model.
The claim is:  Exhaustion of B cells contributes to poor Ab response in HIV-infected individuals.
The evidence is:  Treatment of 12 healthy female subjects with CDCA for 2 days resulted in increased BAT activity.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 81.04 %
constitue  not found in model.
microvessel  not found in model.
The claim is:  Algerian physicians constitue the largest component of sub-Saharan Africa-trained physicians in the United States.
The evidence is:  The BBB at the level of brain microvessel endothelium is the major site of blood-CNS exchange.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 59.51 %
The claim is:  British male students are bullied more than British female students.
The evidence is:  ['INTERVENTION All participants reporting calcium intakes of 1000 mg/d or less received a supplement containing 500 mg of calcium and 250 IU of cholecalciferol.']
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 47.0 %
aplf  not found in model.
The claim is:  Lamins have no effect on nuclear membrane structure maintenance.
The evidence is:  Here we identify the poly(ADP-ribose)-regulated protein APLF as a DNA-damage-specific histone chaperone.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 64.84 %
The claim is:  Sequence conservation in gene regulatory regions between species is a high-accuracy predictor of conserved functionality.
The evidence is:  The use of Magnetic Resonance Imaging (MRI) machines for clarification of internal human structures and function in healthcare is increasing.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 71.33 %
The claim is:  Rising temperatures caused by global warming lowers the risk of dengue fever transmission.
The evidence is:  Reprogramming of somatic cells into pluripotency stem cell state has opened new opportunities in cell replacement therapy and disease modeling in a number of neurological disorders.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 63.44 %
cvvh  not found in model.
The claim is:  Reduced levels of lipolysis leads to higher P38 phosphorylation in adipose tissue.
The evidence is:  Forty-four patients underwent HP only, and 36 patients underwent CVVH (duration, 57.4 +/-
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 51.69 %
scfv  not found in model.
fetuin  not found in model.
vsmcs  not found in model.
exocytosed  not found in model.
multivesicular  not found in model.
The claim is:  Tonic signaling from the scFv prevents constitutive stimulation.
The evidence is:  METHODS AND RESULTS Alexa488-labeled fetuin-A was internalized by human VSMCs, trafficked via the endosomal system, and exocytosed from multivesicular bodies via exosome release.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 40.72 %
inflammasome  not found in model.
The claim is:  Occipital activation levels are associated with auditory spatial performance in parietal regions of the brain.
The evidence is:  The inflammasome and IL-1 signalling are activated in senescent cells and IL-1α expression can reproduce SASP activation, resulting in senescence.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 66.46 %
transgultaminase  not found in model.
The claim is:  Physical injury represses transgultaminase activity.
The evidence is:  Moreover, the activity of catalase and superoxide dismutase was lower after WBC exercise than after control exercise (P < 0.001).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 56.94 %
denv  not found in model.
The claim is:  Origin gross domestic product(GDP) is negatively related to dengue virus (DENV-1) diffusion in air traffic shipments.
The evidence is:  The intensive lifestyle intervention also produced greater reductions in glycated hemoglobin and greater initial improvements in fitness and all cardiovascular risk factors, except for low-density-lipoprotein cholesterol levels.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 75.47 %
rsad  not found in model.
isgs  not found in model.
astrogliosis  not found in model.
The claim is:  Interferon stimulated genes (ISGs) Irf1, Irg1, Ifi27, and Rsad2 encourage West Nile virus replication in cortical neurons.
The evidence is:  The combined treatment group showed reduced astrogliosis and chondroitin sulfate proteoglycan deposition.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 40.72 %
nucleotidase  not found in model.
The claim is:  5'-nucleotidase metabolizes 6MP.
The evidence is:  Among those who returned the study questionnaire, 98 percent used emergency contraception correctly.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 3.04 %
primpol  not found in model.
lymphopoiesis  not found in model.
osteoblastic  not found in model.
The claim is:  PrimPol generates short DNA replication intermediates on the leading strand during DNA replication.
The evidence is:  Parathyroid hormone (PTH) signaling in osteoblastic cells through its receptor (PPR) is an important regulator of hematopoietic stem cells; however, its role in regulation of B lymphopoiesis is not clear.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 66.9 %
denv  not found in model.
The claim is:  Destination container port throughput(CPT) is negatively related to dengue virus (DENV-1) diffusion in air traffic shipments.
The evidence is:  Hence our findings in the zebrafish embryo suggest that hitherto unappreciated neurodevelopmental connections may exist between key human schizophrenia susceptibility genes.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 51.63 %
netosis  not found in model.
The claim is:  Lipopolysaccharides have an inflammation independent effect on kidney barrier function.
The evidence is:  Enhanced NETosis was observed in circulating and RA synovial fluid neutrophils compared to neutrophils from healthy controls and from patients with osteoarthritis (OA).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 75.42 %
glycometabolic  not found in model.
methanosphaera  not found in model.
stadtmaniae  not found in model.
The claim is:  Oxidative phosphorylation is one of the primary glycometabolic pathways in cells.
The evidence is:  Methanosphaera stadtmaniae is a non-motile, Gram-positive spherical-shaped organism that obtains energy for growth by using hydrogen to reduce methanol to methane.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 67.75 %
The claim is:  Obesity decreases life quality.
The evidence is:  Plasma levels of nine MMPs were determined using a multiplex immunoassay system.   

Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 64.3 %
hdacs  not found in model.
The claim is:  In domesticated populations of Saccharomyces cerevisiae, segmental aneuploidy is very common.
The evidence is:  Thus, this combined genomic approach has uncovered different roles for fission yeast HDACs at the silent regions in repression and activation of gene expression.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 52.53 %
permeabilization  not found in model.
The claim is:  Self-advocacy training is effective at decreasing homelessness.
The evidence is:  ['Here, we described a new and efficient protocol to analyze the mitochondrial respiratory states in BAT biopsies that relies on intracellular triglyceride depletion followed by tissue permeabilization.']
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 62.67 %
The claim is:  Gastric lavage is an effective treatment for acute paraquat poisoning.
The evidence is:  These strategies include eliminating the bulk of tumour cells to provoke tumour-antigen release and antigen-presenting cell (APC) function, using adjuvants to enhance APC function, and using agents that enhance effector-cell activity.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 53.32 %
synapsed  not found in model.
The claim is:  Hematopoietic Stem Cell purification reaches purity rates above 90%.
The evidence is:  Fate mapping of her4-expressing radial glia showed injury-induced expansion of radial glial stem cells that gave rise to neurons which migrated to injury, survived at least 8 weeks and formed long-distance projections that crossed the anterior commissure and synapsed in the contralateral hemisphere.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 67.7 %
The claim is:  Overexpressing Cnp1 N-tail variants rescues the temperature-sensitive growth defect of scm3-139.
The evidence is:  METHODS Eighteen (10 F, 8 mol/L) participants completed a placebo-controlled, 2-period study.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 59.25 %
fascin  not found in model.
The claim is:  Expression of oncolytic virus antigens as peptides makes relapse more likely.
The evidence is:  Here, we demonstrated that fascin, a pro-metastasis actin bundling protein, was a direct target of the canonical TGFβ-Smad4 signaling pathway in basal-like breast cancer cells.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 78.4 %
The claim is:  Reduced phosphorylation of PP2A increases HDAC4 dephosphorylation by enhancing PP2A-HDAC4 interaction.
The evidence is:  ['CONCLUSION High endogenous levels of unopposed estrogen are related to increased risk of endometrial cancer, but their independence from other risk factors is inconsistent with being a common underlying biologic pathway through which all risk factors for endometrial cancer operate.   ']
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 64.81 %
traf  not found in model.
The claim is:  The TRaF1/C5 rs10818488 allele polymorphism regulates the neighboring C5 gene.
The evidence is:  DESIGN A 4-year prospective cohort study.   

Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 31.61 %
maltase  not found in model.
permease  not found in model.
The claim is:  The World Health Organization's (WHO) data collection process is biased downward by unequal selection of larger outbreaks.
The evidence is:  Our results show that elevated maltose permease activity by MAL61 overexpression yielded less improvement in maltose fermentation compared to elevated maltase activity by MAL62 overexpression.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 75.18 %
The claim is:  Input from  mental and physical health care professionals is not effective at decreasing homelessness.
The evidence is:  Acetylation of lysine residues at the N-terminal histone tails is one of the most studied covalent modifications influencing gene regulation in eukaryotic cells.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 39.09 %
The claim is:  Measuring routine outcomes is more beneficial to clinical practice than assessing treatment adherence.
The evidence is:  Dry beans and soybeans are nutrient-dense, fiber-rich, and are high-quality sources of protein.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 51.26 %
scfv  not found in model.
The claim is:  Tonic signaling from the scFv induces constitutive stimulation.
The evidence is:  Extreme cold and hot temperatures were responsible for 0·86% (0·84-0·87) of total mortality.   

Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 18.34 %
densitometry  not found in model.
The claim is:  The H2A-H2B eviction defect is compensated for by other histone chaperone(s).
The evidence is:  OBJECTIVE To review evidence about the value of various clinical applications of bone densitometry.   

Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 34.23 %
The claim is:  7-day-old adult Caenorhabditis elegans exhibit approximately 5% of the learning capacity seen in 1-day old adults.
The evidence is:  We investigated the network of genes that controls miRNA transcription and processing during C. elegans aging.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 64.57 %
neuregulin  not found in model.
erbb  not found in model.
The claim is:  Transcription rates in S. cerevisiae range between 7 and 12 kb/min.
The evidence is:  Several independent studies have identified neuregulin 1 (NRG1) and its receptor ERBB4 as important risk genes for schizophrenia, although their precise role in the disease process remains unknown.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 52.17 %
The claim is:  Fibroblast Growth Factor is a ligand which signals through receptor tyrosine kinases.
The evidence is:  This study also suggests that asthma may influence the sport that an athlete chooses.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 32.3 %
The claim is:  Myelin sheaths are lipid-rich cellular structures.
The evidence is:  This treatment strategy based on a drug with such characteristics and the availability of different types of combinations with other first-line drug classes may represent an effective way for achieving blood pressure control in a majority of hypertensive patients and this could also be related with a better cardiovascular disease prevention.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 47.72 %
microsomes  not found in model.
subfraction  not found in model.
The claim is:  In rhesus macaques, daily subcutaneous injections of emtricitabine are ineffective at protecting against rectally transmitted simian-human immunodeficiency virus.
The evidence is:  The specific activity of phosphatidylserine synthase was highest in a microsomal subfraction which was distinct from heavier microsomes harboring phosphatidylinositol synthase and the phospholipid N-methyltransferases.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 33.72 %
The claim is:  r-protein chaperones are found in complexes with their r-protein binding partners.
The evidence is:  However, to date, the technology cannot be put into practice due to some unsolved application-oriented problems, such as the requirements of BMED for feed solution, the availability of the produced acid and base, relatively high salt concentration of the effluent, and relatively low desalinating efficiency and capacity.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 61.06 %
mbtl  not found in model.
The claim is:  L3MBTL2 binds to H2AK119Ub marked chromatin to form a PRC1 complex.
The evidence is:  Population-based prospective cohorts in the United States and Europe with self-reported physical activity were analyzed in 2014.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 46.36 %
bfcn  not found in model.
bfcns  not found in model.
The claim is:  Cytosolic proteins bind to iron-responsive elements on mRNAs coding for TFRC1.
The evidence is:  The delivery of sufficient amounts of NGF signal to BFCN cell bodies depends on the effective participation of several factors including sufficient synthesis and release of NGF, adequate synthesis and expression of NGF receptors by BFCNs, normal signaling and retrograde transport of NGF-receptor complex, and finally effective induction of gene expression by NGF.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 61.96 %
aquacel  not found in model.
The claim is:  ITAM phosphorylation allows for the transfer of the T cell receptor (TCR) signal from the echo-domain to the cytoplasmic tail of the T cell receptor (TCR).
The evidence is:  Scar quality improved in the Aquacel(®) Ag treatment group.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 43.83 %
tkis  not found in model.
galectin  not found in model.
ralb  not found in model.
ifns  not found in model.
anthracyclines  not found in model.
The claim is:  B3-Galectin increases cell resistance to tyrosine kinase inhibitors (TKIs) by engaging the alternate KRAS-RalB signaling complex downstream of EGFR.
The evidence is:  Here we demonstrate that anthracyclines stimulate the rapid production of type I interferons (IFNs) by malignant cells after activation of the endosomal pattern recognition receptor Toll-like receptor 3 (TLR3).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 82.61 %
The claim is:  ATM and Rad3 related protein are critical for sensing DNA damage.
The evidence is:  We observe mutually exclusive interactions between the filopodia of engrailed and patched cells.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 48.18 %
sccag  not found in model.
The claim is:  Primary pro-inflammatory cytokines suppress secondary pro- and anti-inflammatory mediators.
The evidence is:  Based on the ROC curve analysis for patients with recurrence, the largest area under the curve was demonstrated for SCCAg and IL-6 and for patients who died, for SCCAg and VEGF.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 57.11 %
The claim is:  90% of patients with melanoma and an objective response to PD-1 blockade will experience a progression in their melanoma.
The evidence is:  The predictive ability of the baseline Pap smear diminished as the follow-up interval increased.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 73.27 %
schimmelpenning  not found in model.
The claim is:  Over half of the gabonese children with Schimmelpenning-Feuerstein-Mims syndrome (SFM) had a plasma lactate of more than 5mmol/L.
The evidence is:  Surprisingly, reduced neurogenesis correlates with a loss of active horizontal NSCs in aged mice rather than a total loss of stem cells, and the transition to a quiescent state is reversible to rejuvenate neurogenesis in the brain.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 53.15 %
The claim is:  Many cytokines that are produced by cancer cells also contribute to carcinogenesis.
The evidence is:  Species with linker methylation have small, transcriptionally active nuclei that approach the physical limits of chromatin compaction.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 63.06 %
The claim is:  HIV trans-activator protein (TAT) effectively transports large and small molecules across cellular membranes into larger populations of neurons.
The evidence is:  The Mode of Control of Gene Expression during T-Cell Activation . . . . . . . . . . . . . . . . . . . . . . . . . .
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 77.67 %
trichiasis  not found in model.
The claim is:  taa1 tar1 tar2 triple mutants in Arabidopsis do not make root meristem during embryogenesis.
The evidence is:  Prevalence of trichiasis (TT) in children aged less than 15 years was 1.2% (95% CI=0.9-1.4), while TT prevalence in persons aged 15 years and above was 9.2% (95% CI=8.6-9.9).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 19.73 %
mpcs  not found in model.
osterix  not found in model.
The claim is:  Homozygous deletion of murine Sbds gene from osterix-expressing mesenchymal stem and progenitor cells (MPCs) induces oxidative stress.
The evidence is:  BACKGROUND Adoption of new and underutilized vaccines by national immunization programs is an essential step towards reducing child mortality.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 31.63 %
runx  not found in model.
The claim is:  RUNX is not expressed in skin tissue.
The evidence is:  RESULTS At age 2 years, 122 (14.2%) of 858 survivors had CP.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 44.97 %
thioguanine  not found in model.
thiopurine  not found in model.
catabolized  not found in model.
The claim is:  Thiopurine active metabolites can be catabolized through dephosphorylation of thioguanine nucleotides.
The evidence is:  Thus, Snail acts via p53 and Cdc25b to coordinately regulate multiple aspects of mammalian embryonic neural precursor biology.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 54.14 %
hypomethylated  not found in model.
anme  not found in model.
The claim is:  The G34R/V mutation does not create a hypomethylated phenotype at the H3K36 histone.
The evidence is:  The ANME-1 archaeal group more frequently existed in monospecific aggregations or as single filaments, apparently without a bacterial partner.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 43.78 %
polm  not found in model.
The claim is:  Mice defective for deoxyribonucleic acid (DNA) polymerase m (polm) reveal increased sensitivity to ionizing radiation (IR).
The evidence is:  Moreover, a user-specified phylogenetic tree can be added to facilitate further evolutionary analysis.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 58.74 %
The claim is:  The PRR MDA5 has a C-terminal domain.
The evidence is:  There were no clinically significant differences between hematological and biochemical parameters of the treatment groups.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 29.99 %
ticagrelor  not found in model.
The claim is:  Bone Marrow (BM) transplantation is used to treat acute myeloid leukemia (AML)
The evidence is:  In patients with DM, the reduction in the primary composite endpoint (HR: 0.88, 95% CI: 0.76-1.03), all-cause mortality (HR: 0.82, 95% CI: 0.66-1.01), and stent thrombosis (HR: 0.65, 95% CI: 0.36-1.17) with no increase in major bleeding (HR: 0.95, 95% CI: 0.81-1.12) with ticagrelor was consistent with the overall cohort and without significant diabetes status-by-treatment interactions.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 65.02 %
episcs  not found in model.
The claim is:  Up-regulation of the p53 pathway and related molecular events speeds cancer progression.
The evidence is:  Upon injection into blastocyst, BCL2-expressing EpiSCs contributed to all bodily tissues in chimeric animals while Sox17+ endoderm progenitors specifically contributed in a region-specific fashion to endodermal tissues.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 69.37 %
adventitia  not found in model.
The claim is:  Venules have less significant tunica adventitia than arterioles.
The evidence is:  Generally, if sleepwalking is causing distress or danger in spite of safety measures, medical or psychological treatment is indicated.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 46.23 %
The claim is:  Insulin decreases risk of severe kidney failure.
The evidence is:  Their serum leptin levels were very low despite their markedly elevated fat mass and, in both, a homozygous frame-shift mutation involving the deletion of a single guanine nucleotide in codon 133 of the gene for leptin was found.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 70.44 %
The claim is:  Pro-inflammatory cytokines are up repressed during tumor development.
The evidence is:  Serum 25(OH)D is the barometer for vitamin D status.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 45.38 %
qsofa  not found in model.
The claim is:  qSOFA scores are associated with length of stay in emergency department patients.
The evidence is:  Many ATM kinase substrates are important players in the cellular responses that prevent cancer.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 68.56 %
The claim is:  Sn is present on mature DCs during inflammation in vivo.
The evidence is:  Five measures were used to assess symptom severity and treatment response: intensity, duration and frequency of headache pain episodes, headache index and analgesic intake.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 53.33 %
The claim is:  Many transmembrane receptors transmit signals by long-range conformational changes in the association of alpha-helices across the plasma membrane.
The evidence is:  Here we discuss the extrinsic and intrinsic regulatory principles that underpin the nature of pluripotency and consider the emerging spectrum of pluripotent states.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 65.07 %
The claim is:  Distant CREs are less conserved among species.
The evidence is:  Senescence is an irreversible cell-cycle arrest that has a crucial role both in aging and as a robust physiological antitumor response, which counteracts oncogenic insults.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 51.12 %
ppary  not found in model.
The claim is:  Decreased conversion of PGE 2 to PPARy ligand 15-ket-PGE 2 causes accumulation of PGE.
The evidence is:  Overall, the results identify that the HCMV-infected monocyte transcriptome displayed a unique M1/M2 polarization signature that was skewed toward the classical M1 activation phenotype.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 53.09 %
The claim is:  Immune complex triggered cell death leads to extracellular release of nuclear DNA.
The evidence is:  Differences in prevalence were assessed for statistical significance using chi-square.   

Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 56.25 %
cdkn  not found in model.
The claim is:  p16INK4A degradation is encoded by CDKN2A.
The evidence is:  Strategies to improve discharge planning processes are required to redirect patients to higher quality providers, regardless of Medicaid eligibility.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 39.24 %
The claim is:  ATF4 is a general endoplasmic reticulum stress marker.
The evidence is:  Repetition of self-harm was common, particularly in women and teenage girls, in whom a subgroup of 102 prisoners accounted for 17,307 episodes.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 33.46 %
The claim is:  Immune complex triggered cell death leads to sequestration of oxidized mitochondrial DNA.
The evidence is:  Still, it is presently unclear what impact the various biologically active mediators released from eroded aortic surfaces may have on the human body.  
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 68.18 %
nondiseased  not found in model.
tregs  not found in model.
The claim is:  Ethanol stress increases the expression of PSP in bacteria.
The evidence is:  Numerous reports have demonstrated that CD4(+)CD25(+) regulatory T cells (Tregs) from individuals with a range of human autoimmune diseases, including type 1 diabetes, are deficient in their ability to control autologous proinflammatory responses when compared with nondiseased, control individuals.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 73.45 %
The claim is:  Sweet taste receptors on the tongue are deactivated by between 1 and 10 mM glucose.
The evidence is:  For certain children with special needs, self-generated mobility is only attained via assistive technology such as a power wheelchair.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 37.35 %
The claim is:  Adult tissue-resident macrophages stem from the embryonal yolk sac and fetal liver.
The evidence is:  We find that D-mib uses its ubiquitin ligase activity to promote DSL ligand activity, an activity that is correlated with its ability to induce the endocytosis and degradation of both Delta and Serrate (see also Le Borgne et al., 2005).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 41.24 %
cerebroventricular  not found in model.
The claim is:  Intra-cerebroventricular infusion of amyloid-β oligomers increases expression of fibronectin type-III domain-containing protein 5 mRNA in mice hippocampi.
The evidence is:  DESIGN Cross-sectional survey.   

Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 35.0 %
The claim is:  Replacement of OCT4 and SOX2 genes with GATA3 is not capable of reprogramming human cells.
The evidence is:  Upon midbody formation and concomitantly to neighboring cell withdrawal, Arp2/3-dependent actin polymerization oriented by the midbody maintains AJ geometry and regulates AJ final length and the epithelial cell arrangement upon division.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 62.36 %
chemoprophylactic  not found in model.
tumorigenicity  not found in model.
The claim is:  A 100g dose of chloroquine chemoprophylactic regimen results in retinal toxicity after 5-6 years of weekly intake.
The evidence is:  `Gain of function' is measured as the tumorigenicity (in nude mice) of 10(3) murine cells expressing mutant p53 constitutively.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 62.16 %
currmit  not found in model.
The claim is:  The morphology change from large white adipocytes to small brown adipocytes is a sign of decreased energy expenditure potential in white adipose tissue.
The evidence is:  A subset of schools that entered comprehensive information in CurrMIT was searched for a specified list of women's health topics and or gender-specific content on any topic.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 67.62 %
The claim is:  CDK6 shows improved binding to loss-of-function variants of p18 INK4C.
The evidence is:  Quiescence is widely considered to be an essential protective mechanism for stem cells that minimizes endogenous stress caused by cellular respiration and DNA replication.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 69.11 %
The claim is:  Adult tissue-resident macrophages stem from the embryonal yolk sac and fetal liver.
The evidence is:  Here we present a method that permits visualization of histone modifications of single genomic loci with single-cell resolution in formaldehyde-fixed paraffin-embedded tissue sections based on combined use of in situ hybridization and proximity ligation assays.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 56.03 %
The claim is:  Traditional reviews are biased in their interpretations.
The evidence is:  The steady-state basal plasma glucose and insulin concentrations are determined by their interaction in a feedback loop.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 38.58 %
solvd  not found in model.
The claim is:  Physical activity level has no association with the difference in maximal oxygen consumption between black and white youth.
The evidence is:  METHODS Of the 6797 patients previously enrolled in the SOLVD prevention and treatment trials, we ascertained the subsequent vital status of 5165 individuals who were alive when the trials had been completed.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 71.24 %
chemoresistance  not found in model.
The claim is:  Transcription rates in S. cerevisiae range between 0.7 and 2 kb/min.
The evidence is:  Metastasis and chemoresistance in cancer are linked phenomena, but the molecular basis for this link is unknown.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 44.7 %
The claim is:  Moderate consumption of candy and chocolate reduces the risk of cardiovascular disease (CVD).
The evidence is:  MAIN OUTCOME MEASURES Remission of type 2 diabetes (fasting glucose level <126 mg/dL [7.0 mmol/L] and glycated hemoglobin [HbA1c] value <6.2% while taking no glycemic therapy).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 72.16 %
The claim is:  A deficiency of vitamin B12 decreases blood levels of homocysteine.
The evidence is:  No synergistic effects of a high-salt diet and Helicobacter infection were observed regarding the frequency of gastric mutation.   

Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 71.29 %
mbtl  not found in model.
The claim is:  Glycan adaptation involves insertion-deletion events.
The evidence is:  Genome-wide studies revealed that the L3mbtl2-dependent complex predominantly regulates genes not bound by canonical PRC1 and PRC2.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 55.71 %
clinicaltrials  not found in model.
The claim is:  Albendazole is used to treat soil-transmitted helminths.
The evidence is:  (Funded by the National Institutes of Health and others; Look AHEAD ClinicalTrials.gov number, NCT00017953.).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 38.38 %
The claim is:  Mutations in G-Beta protein GNB1 are present in many cancers, resulting in loss of interaction with G-alpha subunits and concomitant activation of AKT pathway.
The evidence is:  After one year of treatment, five of the remaining nine patients showed either partial (n = 3) or complete (n = 2) gall stone dissolution, suggesting that their stones were cholesterol rich.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 59.01 %
The claim is:  CRP is positively correlated with postoperative mortality following Coronary Artery Bypass Graft (CABG) surgery.
The evidence is:  This mechanism appears to be critically important in the restarting of stalled and broken replication forks and in maintaining the integrity of eroded telomeres.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 51.72 %
centromeric  not found in model.
The claim is:  Guanine nucleotide dissociation inhibitor (Rho-GDI) interacts with the p75 NTR death domain
The evidence is:  Therefore, one function of centromeric heterochromatin is to attract cohesin, thereby ensuring sister centromere cohesion and proper chromosome segregation.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 40.66 %
The claim is:  The morphology change from large white adipocytes to small brown adipocytes is a sign of increased energy expenditure potential in white adipose tissue.
The evidence is:  The study of leaderless genes in bacteria remains open, which causes uncertain understanding of translation initiation mechanisms for prokaryotes.   

Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 70.1 %
angiopoietin  not found in model.
The claim is:  Lamins are found within the inner layer of the nuclear membrane of all cells.
The evidence is:  Angiopoietin 2 (Ang2) was originally shown to be a competitive antagonist for Ang1 of the receptor tyrosine kinase Tie2 in endothelial cells (ECs).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 59.16 %
overexpressors  not found in model.
ompf  not found in model.
The claim is:  Increased purity of cytoplasmic membranes isolated from overexpressors is indicated by stronger spots for OmpF in 2D BN-PAGE gels.
The evidence is:  The Global Action and Prioritization of Sudden Infant Death Project was an international consensus process that aimed to define and direct future research by investigating the priorities of expert and lay members of the sudden unexpected infant death (SUID) community across countries.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 61.74 %
extranuclear  not found in model.
pystat  not found in model.
The claim is:  4-PBA treatment decreases endoplasmic reticulum stress in response to general endoplasmic reticulum stress markers.
The evidence is:  Hop knockdown caused 68% depletion in Stat3 mRNA levels, decreased soluble pYStat3 levels, and led to an extranuclear accumulation of Stat3.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 64.65 %
secretome  not found in model.
hoxb  not found in model.
The claim is:  HOXB4 is a highly expressed component of cellular secretome from fetal liver cell populations.
The evidence is:  At 3 months, 247 (83%) patients reached a favorable outcome.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 61.25 %
The claim is:  Ribosomal protein (RP) expression is controlled in part by stress-activated regulators.
The evidence is:  Although the epigenetic states and binding sites of several important transcription factors have been profiled in the mouse 3T3-L1 cell line, such data are lacking in human adipocytes.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 77.56 %
The claim is:  Chlamydia trachomatis is most prevalent in the UK among individuals in their 50s and 60s.
The evidence is:  Compared with placebo, vitamin E had no effect on the incidence of prostate cancer (active and placebo vitamin E groups, 9.1 and 9.5 events per 1000 person-years; hazard ratio [HR], 0.97; 95% confidence interval [CI], 0.85-1.09; P = .58) or total cancer (active and placebo vitamin E groups, 17.8 and 17.3 cases per 1000 person-years; HR, 1.04; 95% CI, 0.95-1.13; P = .41).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 65.74 %
assosciated  not found in model.
noncontrolled  not found in model.
entrez  not found in model.
The claim is:  Increased mobility of retrotransposons is assosciated with mutation and higher tumorigenesis rates.
The evidence is:  EVIDENCE ACQUISITION We conducted a systematic review of all the published studies, both controlled and noncontrolled, comparing CC and AI treatment, either alone or in combination with gonadotropins, for ovulation induction or augmentation, identified through the Entrez-PubMed search engine.   
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 59.04 %
persister  not found in model.
The claim is:  Persister cells provide relapse resistance in cancer patients.
The evidence is:  The volume and number of neurons within the hippocampus is reduced and this correlates with a defect in adult neurogenesis.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 72.18 %
pretangles  not found in model.
argyrophilic  not found in model.
The claim is:  Epidemiological disease burden from noncommunicable diseases is more prevalent in high economic settings.
The evidence is:  Pretangles gradually became argyrophilic neurofibrillary tangles (NFTs) that progressed in parallel with NFT Stages I to VI.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 42.62 %
sfmbt  not found in model.
mbtl  not found in model.
pleiohomeotic  not found in model.
The claim is:  The first MBT repeat of the four malignant brain tumor (4MBT) domain of Drosophila's Sfmbt and of the orthologous mammalian L3MBTL2 is required for the interaction with the spacer region of Drosophila's Pleiohomeotic (Pho) or its human ortholog YY1.
The evidence is:  Our results show that dual drug therapies could be effective AMPK-targeting strategies to treat metabolic diseases.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 71.44 %
hnf  not found in model.
The claim is:  There is no association between HNF4A mutations and diabetes risks.
The evidence is:  RESULT(S) Patients receiving metformin alone had an increased ovulation rate compared with those receiving CC alone (75.4% vs. 50%).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 66.47 %
The claim is:  Increase of p62 in prostate tumor stroma results in defective autophagy.
The evidence is:  This paper investigates what happens when early intervention programs are not in place and young people progress to adult homelessness.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 46.7 %
gapdh  not found in model.
The claim is:  Beta-band coherence is enhanced for visible stimuli over invisible stimuli.
The evidence is:  We propose that GAPDH is a redox-sensitive target in the embryo and may play a role in a stress response during development.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 63.2 %
constitue  not found in model.
The claim is:  Nigerian physicians constitue the largest component of sub-Saharan Africa-trained physicians in the United States.
The evidence is:  Therefore, we have studied the prevalence of reflux symptoms and medication use among relatives of patients with documented gastroesophageal reflux disease.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 56.93 %
stadtmanae  not found in model.
blaer  not found in model.
The claim is:  M. stadtmanae induces ASC speck formation in BlaER1 monocytes.
The evidence is:  To succeed in developing drugs that control body weight to the extent seen following surgical intervention, it seems obvious that a new paradigm is needed.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 15.03 %
triacylglycerols  not found in model.
The claim is:  Rapamycin increases the concentration of triacylglycerols in fruit flies.
The evidence is:  Overall, 22% of patients with stage 2 disease, 33% with stage 3, and 47% with stage 4 had frequent exacerbations (two or more in the first year of follow-up).
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 53.68 %
ompa  not found in model.
overexpressors  not found in model.
The claim is:  Reduction of purity of cytoplasmic membranes isolated from overexpressors is indicated by stronger spots for OmpA in 2D BN-PAGE gels.
The evidence is:  Although genetic association studies have been with us for many years, even for the simplest analyses there is little consensus on the most appropriate statistical procedures.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 65.57 %
The claim is:  It is not proven that moderate consumption of candy and chocolate reduces the risk of cardiovascular disease (CVD) specifically.
The evidence is:  ['Elevations in circulating glucagon and epinephrine, two hormones that activate hepatic gluconeogenesis, trigger the cAMP-mediated phosphorylation of cAMP response element-binding protein (Creb) and dephosphorylation of the Creb-regulated transcription coactivator-2 (Crtc2)--two key transcriptional regulators of this process.']
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 56.09 %
mthfr  not found in model.
homozygosity  not found in model.
The claim is:  Chinese individuals with TT homozygosity in the MTHFR gene are more vulnerable to strokes caused by low levels of folate intake.
The evidence is:  NADPH oxidase is a critical regulator of both antimicrobial host defense and inflammation.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 62.66 %
The claim is:  Increased mobility of retrotransposons does not lead to mutation and higher tumorigenesis rates.
The evidence is:  Hence our findings in the zebrafish embryo suggest that hitherto unappreciated neurodevelopmental connections may exist between key human schizophrenia susceptibility genes.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 64.76 %
chemoprophylactic  not found in model.
The claim is:  A 100g dose of chloroquine chemoprophylactic regimen results in retinal toxicity after 1 year of weekly intake.
The evidence is:  CONCLUSION A decrease in SSB consumption among youth and adults in the United States was observed between 1999 and 2010.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 60.01 %
The claim is:  Expression of MSX2 is induced 3 hours after the addition of BMP4, which is earlier than T and CDX2.
The evidence is:  We have found that the processes of asymmetric cell division and apoptosis can be functionally linked.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 62.27 %
bacteriophagaes  not found in model.
leviviridae  not found in model.
The claim is:  Bacteriophagaes MS2 and Qβ are members of the Leviviridae.
The evidence is:  They urge others to adopt it.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 51.02 %
abmd  not found in model.
The claim is:  H4 G94P proteins induce chromatin assembly, which increases free histones.
The evidence is:  Multivariate linear regression analyses revealed that glycemic indices (FPG and HbA1c) were significantly associated with increased aBMD and decreased TBS, and that HOMA-IR was associated only with TBS.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 67.34 %
foxp  not found in model.
The claim is:  Foxp3 enables the expression of transcriptional regulators implicated in memory T cell development.
The evidence is:  Factors that may mediate the observed outcomes include inadequate shelter conditions, instability in residences and shelters, inadequate services, and barriers to accessing services that are available.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 67.78 %
neuroinflammation  not found in model.
The claim is:  F4/80+ macrophages regulate mature osteoblast maintenance.
The evidence is:  Here, we develop a conceptual framework for functions of microglia beyond neuroinflammation and discuss the rich repertoire of signaling and communication motifs in microglia that are critical both in pathology and for the normal physiology of the CNS.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 60.61 %
dynamin  not found in model.
The claim is:  The effect of Lipopolysaccharides on kidney barrier function is dependent on inflammation levels.
The evidence is:  So far, the only fission protein machinery that has been implicated in in vivo transport involves dynamin, and functions in several, but not all, transport pathways.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 73.95 %
The claim is:  Sudden death can occur in patients with orthostatic hypertension without cardiac conduction abnormalities.
The evidence is:  In addition, there was an association between NIS and TTR genotype.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 24.41 %
ptprs  not found in model.
erythraeus  not found in model.
dimethylates  not found in model.
stearothermophilus  not found in model.
The claim is:  In chronic viral infections or tumors, peptides that selectively inhibit PTPRS can be utilized to boost insufficient activity of pDCs.
The evidence is:  The enzyme which confers resistance to erythromycin in the producing organism Streptomyces erythraeus dimethylates a single adenine residue in Bacillus stearothermophilus 23 S rRNA.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 61.44 %
scfv  not found in model.
myd  not found in model.
The claim is:  Tonic signaling from the scFv is amplified by MyD88/CD40.
The evidence is:  Of those, miR-141 was found to be expressed more in PC and CRPC compared to benign prostate hyperplasia.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 40.13 %
starkin  not found in model.
The claim is:  The artifactual C-terminal helix swapping in the StART domain is observed in the Ups1-Mdm35 heterodimer of the StARkin superfamily.
The evidence is:  Senescence is an irreversible cell-cycle arrest that has a crucial role both in aging and as a robust physiological antitumor response, which counteracts oncogenic insults.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 46.82 %
The claim is:  1-1% of colorectal cancer patients are diagnosed with regional or distant metastases.
The evidence is:  Genome-wide association studies have greatly improved our understanding of the genetic basis of disease risk.
Word Embedding method with a cosine distance asses that this claim and evidence pair are similar to 67.74 %


unrelated_claim_evidence['Cosine Distance'].describe()

count    261.000000
mean      55.816092
std       15.830979
min        0.000000
25%       46.000000
50%       60.000000
75%       67.000000
max       82.000000
Name: Cosine Distance, dtype: float64


ax = unrelated_claim_evidence['Cosine Distance'].plot.hist(bins=20, alpha=0.5)


#Compare both distributions

# libraries & dataset
import seaborn as sns
import matplotlib.pyplot as plt
# set a grey background (use sns.set_theme() if seaborn version 0.11.0 or above) 
sns.set(style="darkgrid")

sns.histplot(data=related_claim_evidence, x="Cosine Distance", color="skyblue", label="Related Claims Cosine Distance", kde=True)
sns.histplot(data=unrelated_claim_evidence, x="Cosine Distance", color="red", label="Unrelated Claims Cosine Distance", kde=True)

plt.legend() 
plt.show()


import spacy
from spacy import displacy

NER = spacy.load("en_core_web_lg")

import random
random_index = random.choice([num for num in range(len(related_claim_evidence))])
print("Random index selected is: ",random_index)
claim = related_claim_evidence['Claim'][random_index]
evidence = related_claim_evidence['Evidence'][random_index]

entities = NER(claim)
for entity in entities.ents:
    print(entity.text,entity.label_)
    
print(related_claim_evidence['Claim'][random_index])

---------------------------------------------------------------------------
NameError                                 Traceback (most recent call last)
~\AppData\Local\Temp/ipykernel_6912/2771376642.py in <module>
      5 
      6 import random
----> 7 random_index = random.choice([num for num in range(len(related_claim_evidence))])
      8 print("Random index selected is: ",random_index)
      9 claim = related_claim_evidence['Claim'][random_index]

NameError: name 'related_claim_evidence' is not defined


import spacy
from spacy import displacy

NER = spacy.load("en_core_sci_sm")

import random
random_index = random.choice([num for num in range(len(related_claim_evidence))])
print("Random index selected is: ",random_index)
claim = related_claim_evidence['Claim'][random_index]
evidence = related_claim_evidence['Evidence'][random_index]

entities = NER(claim)
for entity in entities.ents:
    print(entity.text,entity.label_)
    
print(related_claim_evidence['Claim'][random_index])

Random index selected is:  293
Citrullinated proteins ENTITY
neutrophil ENTITY
extracellular traps ENTITY
inflammatory cycle ENTITY
induction ENTITY
autoantibodies ENTITY
Citrullinated proteins externalized in neutrophil extracellular traps act indirectly to perpetuate the inflammatory cycle via induction of autoantibodies.


import spacy
from spacy import displacy

NER = spacy.load("en_core_sci_lg")

import random
random_index = random.choice([num for num in range(len(related_claim_evidence))])
print("Random index selected is: ",random_index)
claim = related_claim_evidence['claim'][random_index]
evidence = related_claim_evidence['evidence'][random_index]

entities = NER(claim)
for entity in entities.ents:
    print(entity.text,entity.label_)
    
print(related_claim_evidence['claim'][random_index])

Random index selected is:  116
Birth-weight ENTITY
associated with ENTITY
breast cancer ENTITY
Birth-weight is negatively associated with breast cancer.


import spacy
from spacy import displacy

NER = spacy.load("en_core_sci_scibert")

import random
random_index = random.choice([num for num in range(len(related_claim_evidence))])
print("Random index selected is: ",random_index)
claim = related_claim_evidence['claim'][random_index]
evidence = related_claim_evidence['evidence'][random_index]

entities = NER(claim)
for entity in entities.ents:
    print(entity.text,entity.label_,entity.class_)
    
print(related_claim_evidence['claim'][random_index])

Random index selected is:  49

---------------------------------------------------------------------------
AttributeError                            Traceback (most recent call last)
~\AppData\Local\Temp/ipykernel_12084/3977798186.py in <module>
     12 entities = NER(claim)
     13 for entity in entities.ents:
---> 14     print(entity.text,entity.label_,entity.class_)
     15 
     16 print(related_claim_evidence['claim'][random_index])

AttributeError: 'spacy.tokens.span.Span' object has no attribute 'class_'


import spacy
from spacy import displacy

NER = spacy.load("en_core_sci_lg")

# Default as no match, state set to 0
related_claim_evidence['Entity Match'] = 0

for df_entry in range(len(related_claim_evidence)):
    claim = related_claim_evidence['Claim'][df_entry]
    claim_entities = NER(claim).ents
    split_claim_entities = []
    for claim_entity in claim_entities:
        for split_entity in str(claim_entity).split():
            split_claim_entities.append(split_entity.lower())
        
    evidence = related_claim_evidence['Evidence'][df_entry]
    evidence_entities = NER(evidence).ents
    split_evidence_entities = []
    for evidence_entity in evidence_entities:
        for split_entity in str(evidence_entity).split():
            split_evidence_entities.append(split_entity.lower())
 
    for entity in split_claim_entities:
        if entity in split_evidence_entities:
            related_claim_evidence['Entity Match'][df_entry] = 1
#             print('claim: ',claim)
#             print('evidence: ',evidence)
#             print('matched entity: ',entity)

---------------------------------------------------------------------------
ImportError                               Traceback (most recent call last)
~\AppData\Local\Temp/ipykernel_18328/2515999367.py in <module>
      2 from spacy import displacy
      3 
----> 4 NER = spacy.load("en_core_sci_lg")
      5 
      6 # Default as no match, state set to 0

~\anaconda3\lib\site-packages\spacy\__init__.py in load(name, vocab, disable, exclude, config)
     49     RETURNS (Language): The loaded nlp object.
     50     """
---> 51     return util.load_model(
     52         name, vocab=vocab, disable=disable, exclude=exclude, config=config
     53     )

~\anaconda3\lib\site-packages\spacy\util.py in load_model(name, vocab, disable, exclude, config)
    418             return get_lang_class(name.replace("blank:", ""))()
    419         if is_package(name):  # installed as package
--> 420             return load_model_from_package(name, **kwargs)  # type: ignore[arg-type]
    421         if Path(name).exists():  # path to model data directory
    422             return load_model_from_path(Path(name), **kwargs)  # type: ignore[arg-type]

~\anaconda3\lib\site-packages\spacy\util.py in load_model_from_package(name, vocab, disable, exclude, config)
    451     """
    452     cls = importlib.import_module(name)
--> 453     return cls.load(vocab=vocab, disable=disable, exclude=exclude, config=config)  # type: ignore[attr-defined]
    454 
    455 

~\anaconda3\lib\site-packages\en_core_sci_lg\__init__.py in load(**overrides)
      8 
      9 def load(**overrides):
---> 10     return load_model_from_init_py(__file__, **overrides)

~\anaconda3\lib\site-packages\spacy\util.py in load_model_from_init_py(init_file, vocab, disable, exclude, config)
    613     if not model_path.exists():
    614         raise IOError(Errors.E052.format(path=data_path))
--> 615     return load_model_from_path(
    616         data_path,
    617         vocab=vocab,

~\anaconda3\lib\site-packages\spacy\util.py in load_model_from_path(model_path, meta, vocab, disable, exclude, config)
    486     overrides = dict_to_dot(config)
    487     config = load_config(config_path, overrides=overrides)
--> 488     nlp = load_model_from_config(config, vocab=vocab, disable=disable, exclude=exclude)
    489     return nlp.from_disk(model_path, exclude=exclude, overrides=overrides)
    490 

~\anaconda3\lib\site-packages\spacy\util.py in load_model_from_config(config, vocab, disable, exclude, auto_fill, validate)
    523     # registry, including custom subclasses provided via entry points
    524     lang_cls = get_lang_class(nlp_config["lang"])
--> 525     nlp = lang_cls.from_config(
    526         config,
    527         vocab=vocab,

~\anaconda3\lib\site-packages\spacy\language.py in from_config(cls, config, vocab, disable, exclude, meta, auto_fill, validate)
   1750         # then we would load them twice at runtime: once when we make from config,
   1751         # and then again when we load from disk.
-> 1752         nlp = lang_cls(vocab=vocab, create_tokenizer=create_tokenizer, meta=meta)
   1753         if after_creation is not None:
   1754             nlp = after_creation(nlp)

~\anaconda3\lib\site-packages\spacy\language.py in __init__(self, vocab, max_length, meta, create_tokenizer, batch_size, **kwargs)
    160         # points. The factory decorator applied to these functions takes care
    161         # of the rest.
--> 162         util.registry._entry_point_factories.get_all()
    163 
    164         self._config = DEFAULT_CONFIG.merge(self.default_config)

~\anaconda3\lib\site-packages\catalogue\__init__.py in get_all(self)
    107         result = {}
    108         if self.entry_points:
--> 109             result.update(self.get_entry_points())
    110         for keys, value in REGISTRY.items():
    111             if len(self.namespace) == len(keys) - 1 and all(

~\anaconda3\lib\site-packages\catalogue\__init__.py in get_entry_points(self)
    122         result = {}
    123         for entry_point in AVAILABLE_ENTRY_POINTS.get(self.entry_point_namespace, []):
--> 124             result[entry_point.name] = entry_point.load()
    125         return result
    126 

~\anaconda3\lib\importlib\metadata.py in load(self)
     75         """
     76         match = self.pattern.match(self.value)
---> 77         module = import_module(match.group('module'))
     78         attrs = filter(None, (match.group('attr') or '').split('.'))
     79         return functools.reduce(getattr, attrs, module)

~\anaconda3\lib\importlib\__init__.py in import_module(name, package)
    125                 break
    126             level += 1
--> 127     return _bootstrap._gcd_import(name[level:], package, level)
    128 
    129 

~\anaconda3\lib\importlib\_bootstrap.py in _gcd_import(name, package, level)

~\anaconda3\lib\importlib\_bootstrap.py in _find_and_load(name, import_)

~\anaconda3\lib\importlib\_bootstrap.py in _find_and_load_unlocked(name, import_)

~\anaconda3\lib\importlib\_bootstrap.py in _call_with_frames_removed(f, *args, **kwds)

~\anaconda3\lib\importlib\_bootstrap.py in _gcd_import(name, package, level)

~\anaconda3\lib\importlib\_bootstrap.py in _find_and_load(name, import_)

~\anaconda3\lib\importlib\_bootstrap.py in _find_and_load_unlocked(name, import_)

~\anaconda3\lib\importlib\_bootstrap.py in _load_unlocked(spec)

~\anaconda3\lib\importlib\_bootstrap_external.py in exec_module(self, module)

~\anaconda3\lib\importlib\_bootstrap.py in _call_with_frames_removed(f, *args, **kwds)

~\anaconda3\lib\site-packages\spacy_transformers\__init__.py in <module>
----> 1 from . import architectures
      2 from . import annotation_setters
      3 from . import span_getters
      4 from .layers import TransformerModel
      5 from .pipeline_component import Transformer, install_extensions

~\anaconda3\lib\site-packages\spacy_transformers\architectures.py in <module>
      4 from spacy.tokens import Doc
      5 
----> 6 from .layers import TransformerModel, TransformerListener
      7 from .layers import trfs2arrays, split_trf_batch
      8 from .util import registry

~\anaconda3\lib\site-packages\spacy_transformers\layers\__init__.py in <module>
----> 1 from .listener import TransformerListener
      2 from .transformer_model import TransformerModel
      3 from .split_trf import split_trf_batch
      4 from .trfs2arrays import trfs2arrays
      5 

~\anaconda3\lib\site-packages\spacy_transformers\layers\listener.py in <module>
      2 from thinc.api import Model
      3 from spacy.tokens import Doc
----> 4 from ..data_classes import TransformerData
      5 
      6 

~\anaconda3\lib\site-packages\spacy_transformers\data_classes.py in <module>
      3 import torch
      4 import numpy
----> 5 from transformers.tokenization_utils import BatchEncoding
      6 from transformers.file_utils import ModelOutput
      7 from thinc.types import Ragged, Floats2d, Floats3d, FloatsXd, Ints2d

ImportError: cannot import name 'BatchEncoding' from 'transformers.tokenization_utils' (C:\Users\jooer\anaconda3\lib\site-packages\transformers\tokenization_utils.py)


related_claim_evidence['Entity Match'].describe()

count    918.000000
mean       0.844227
std        0.362838
min        0.000000
25%        1.000000
50%        1.000000
75%        1.000000
max        1.000000
Name: Entity Match, dtype: float64


import spacy
from spacy import displacy

NER = spacy.load("en_core_sci_lg")

# Default as no match, state set to 0
unrelated_claim_evidence['Entity Match'] = 0

for df_entry in range(len(unrelated_claim_evidence)):
    claim = unrelated_claim_evidence['Claim'][df_entry]
    claim_entities = NER(claim).ents
    split_claim_entities = []
    for claim_entity in claim_entities:
        for split_entity in str(claim_entity).split():
            split_claim_entities.append(split_entity.lower())
        
    evidence = unrelated_claim_evidence['Evidence'][df_entry]
    evidence_entities = NER(evidence).ents
    split_evidence_entities = []
    for evidence_entity in evidence_entities:
        for split_entity in str(evidence_entity).split():
            split_evidence_entities.append(split_entity.lower())
 
    for entity in split_claim_entities:
        if entity in split_evidence_entities:
            unrelated_claim_evidence['Entity Match'][df_entry] = 1
            break
#             print('claim: ',claim)
#             print('evidence: ',evidence)
#             print('matched entity: ',entity)

C:\Users\jooer\AppData\Local\Temp/ipykernel_14516/3343214422.py:7: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  unrelated_claim_evidence['Entity Match'] = 0
C:\Users\jooer\AppData\Local\Temp/ipykernel_14516/3343214422.py:26: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  unrelated_claim_evidence['Entity Match'][df_entry] = 1


unrelated_claim_evidence['Entity Match'].describe()

count    261.000000
mean       0.045977
std        0.209838
min        0.000000
25%        0.000000
50%        0.000000
75%        0.000000
max        1.000000
Name: Entity Match, dtype: float64


# Implement the sentence similarity check for a sentence made up of just the extracted entities for a non-binary threshold to determine if it is matched or not


filename = 'test_phase_2_update'

import pandas as pd

df = pd.read_csv(filename+'.csv')

import spacy
from spacy import displacy

NER = spacy.load("en_core_sci_lg")

# Default as no match, state set to 0

df['evidence_entity'] = None

for df_entry in range(len(df)):
    claim = df['claim'][df_entry]
    claim_entities = NER(claim).ents
    df['evidence_entity'][df_entry] = claim_entities[0][0]

df['ori_evidence'] = None

for df_entry in range(len(df)):
    df['ori_evidence'][df_entry] = [[df['evidence_entity'][df_entry],df['evidence_id'][df_entry],df['evidence'][df_entry]]]

df_selected = df[['id','context','ori_evidence','claim','label']]

records = df_selected.to_json(orient="records",default_handler=str,path_or_buf='./{}.json'.format(filename),indent=1)

C:\Users\jooer\AppData\Local\Temp/ipykernel_12160/1600415528.py:19: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  df['evidence_entity'][df_entry] = claim_entities[0][0]
C:\Users\jooer\AppData\Local\Temp/ipykernel_12160/1600415528.py:24: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  df['ori_evidence'][df_entry] = [[df['evidence_entity'][df_entry],df['evidence_id'][df_entry],df['evidence'][df_entry]]]


filename = 'test_phase_1_update'

import pandas as pd

df_related = pd.read_csv(filename+'.csv')

import spacy
from spacy import displacy

NER = spacy.load("en_core_sci_lg")

df_related['related'] = 0

for df_entry in range(len(df_related)):
    claim = df_related['claim'][df_entry]
    claim_entities = NER(claim).ents
    split_claim_entities = []
    for claim_entity in claim_entities:
        for split_entity in str(claim_entity).split():
            split_claim_entities.append(split_entity.lower())
        
    evidence = df_related['evidence'][df_entry]
    evidence_entities = NER(evidence).ents
    split_evidence_entities = []
    for evidence_entity in evidence_entities:
        for split_entity in str(evidence_entity).split():
            split_evidence_entities.append(split_entity.lower())
 
    for entity in split_claim_entities:
        if entity in split_evidence_entities:
            df_related['related'][df_entry] = 1
            break

df_related

C:\Users\jooer\AppData\Local\Temp/ipykernel_12084/2391966890.py:31: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  df_related['related'][df_entry] = 1


unrelated_claim_evidence_labels

0      0
1      0
2      1
3      1
4      1
      ..
145    0
146    1
147    0
148    0
149    1
Name: related, Length: 150, dtype: int64


import pandas as pd
import json
import numpy as np

with open('predictions_test_phase_1_update_human_2.json', 'r') as f:
  data = json.load(f)

df = pd.DataFrame(data).transpose()

df['submission'] = None

df['submission'] = df['gold_label'].map({'NEI': 0, 'SUPPORTED': 1, 'REFUTED':2})

np.savetxt(r'submission.txt', df.submission, fmt='%s')


import pandas as pd
df = pd.read_csv('logit_results(91.33,4NEI).csv')


filename = 'test_phase_1_update'

import pandas as pd

df_related = pd.read_csv(filename+'.csv')

import spacy
from spacy import displacy

NER = spacy.load("en_core_sci_lg")

df_related['related'] = 0

for df_entry in range(len(df_related)):
    claim = df_related['claim'][df_entry]
    claim_entities = NER(claim).ents
    split_claim_entities = []
    for claim_entity in claim_entities:
        for split_entity in str(claim_entity).split():
            split_claim_entities.append(split_entity.lower())
        
    evidence = df_related['evidence'][df_entry]
    evidence_entities = NER(evidence).ents
    split_evidence_entities = []
    for evidence_entity in evidence_entities:
        for split_entity in str(evidence_entity).split():
            split_evidence_entities.append(split_entity.lower())
 
    for entity in split_claim_entities:
        if entity in split_evidence_entities:
            df_related['related'][df_entry] = 1
            break

C:\Users\jooer\anaconda3\lib\site-packages\spacy\util.py:833: UserWarning: [W095] Model 'en_core_sci_lg' (0.4.0) was trained with spaCy v3.0 and may not be 100% compatible with the current version (3.2.3). If you see errors or degraded performance, download a newer compatible model or retrain your custom model with the current spaCy version. For more details and available updates, run: python -m spacy validate
  warnings.warn(warn_msg)
C:\Users\jooer\AppData\Local\Temp/ipykernel_13944/4232463485.py:31: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  df_related['related'][df_entry] = 1


df['related'] = df_related['related'][df_entry]

df


# import these modules
import nltk
nltk.download('wordnet')
from nltk.stem import WordNetLemmatizer
 
lemmatizer = WordNetLemmatizer()
 
print("rocks :", lemmatizer.lemmatize("rockr"))
print("rocks :", lemmatizer.lemmatize("rocked"))
print("rocks :", lemmatizer.lemmatize("rocks"))
print("corpora :", lemmatizer.lemmatize("corpora"))
 
# a denotes adjective in "pos"
print("better :", lemmatizer.lemmatize("better", pos ="a"))

rocks : rockr
rocks : rocked
rocks : rock
corpora : corpus
better : good

[nltk_data] Downloading package wordnet to
[nltk_data]     C:\Users\jooer\AppData\Roaming\nltk_data...
[nltk_data]   Package wordnet is already up-to-date!


import argparse
import jsonlines
from sklearn.feature_extraction.text import TfidfVectorizer
import numpy as np
import pandas as pd

corpus = {doc['doc_id']: doc for doc in jsonlines.open("corpus.jsonl")}
abstract_retrieval = jsonlines.open("abstract_retrieval_train.jsonl")
dataset = jsonlines.open("claims_train.jsonl")
output = jsonlines.open("output.jsonl", 'w')
index = 0

indices = []
context = []
ori_evi = []
claim = []
labels = []

for data, retrieval in zip(dataset, abstract_retrieval):
    assert data['id'] == retrieval['claim_id']

    for doc_id in retrieval['doc_ids']:
        
        if data['evidence'].get(str(doc_id)):
            evidence[doc_id] = [s for es in data['evidence'][str(doc_id)] for s in es['sentences']]
        else:
            sentences = corpus[doc_id]['abstract']
            vectorizer = TfidfVectorizer(stop_words='english')
            sentence_vectors = vectorizer.fit_transform(sentences)
            claim_vector = vectorizer.transform([data['claim']]).todense()
            sentence_scores = np.asarray(sentence_vectors @ claim_vector.T).squeeze()
            top_sentence_indices = sentence_scores.argsort()[-2:][::-1].tolist()
            top_sentence_indices.sort()
            evidence[doc_id] = top_sentence_indices
            
        for sentence_id in evidence[doc_id]:
            
            evidence_sentence = corpus[doc_id]
            print(data['evidence'])
   
            try:
                label = data['evidence'][str(doc_id)][0]['label']
            except:
                label = 'NEI'
                
            indices.append(index)
            context.append(data['claim'])
            ori_evi.append(['','',evidence_sentence['abstract'][sentence_id]])
            claim.append(data['claim'])
            print(label)
            labels.append(label)
            print(labels)
            
            output.write({
                'id':index,
                'claim': data['claim'],
                'evidence': evidence_sentence['abstract'][sentence_id],
                'label': label})
            index += 1
            
df = pd.DataFrame({'id':indices,'context':context,'ori_evidence':ori_evi,'claim':claim,'label':labels})

{}
NEI
['NEI']
{}
NEI
['NEI', 'NEI']
{'13734012': [{'sentences': [4], 'label': 'CONTRADICT'}]}
CONTRADICT
['NEI', 'NEI', 'CONTRADICT']
{}
NEI
['NEI', 'NEI', 'CONTRADICT', 'NEI']
{}
NEI
['NEI', 'NEI', 'CONTRADICT', 'NEI', 'NEI']
{}
NEI
['NEI', 'NEI', 'CONTRADICT', 'NEI', 'NEI', 'NEI']
{}
NEI
['NEI', 'NEI', 'CONTRADICT', 'NEI', 'NEI', 'NEI', 'NEI']
{'44265107': [{'sentences': [15], 'label': 'SUPPORT'}]}
SUPPORT
['NEI', 'NEI', 'CONTRADICT', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT']
{}
NEI
['NEI', 'NEI', 'CONTRADICT', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'NEI']
{}
NEI
['NEI', 'NEI', 'CONTRADICT', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'NEI', 'NEI']
{}
NEI
['NEI', 'NEI', 'CONTRADICT', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'NEI', 'NEI', 'NEI']
{}
NEI
['NEI', 'NEI', 'CONTRADICT', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI']
{'33409100': [{'sentences': [8], 'label': 'SUPPORT'}, {'sentences': [12], 'label': 'SUPPORT'}]}
SUPPORT
['NEI', 'NEI', 'CONTRADICT', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT']
{'33409100': [{'sentences': [8], 'label': 'SUPPORT'}, {'sentences': [12], 'label': 'SUPPORT'}]}
SUPPORT
['NEI', 'NEI', 'CONTRADICT', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'SUPPORT']
{}
NEI
['NEI', 'NEI', 'CONTRADICT', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'NEI']
{}
NEI
['NEI', 'NEI', 'CONTRADICT', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI']
{}
NEI
['NEI', 'NEI', 'CONTRADICT', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI']
{}
NEI
['NEI', 'NEI', 'CONTRADICT', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI']
{}
NEI
['NEI', 'NEI', 'CONTRADICT', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI']
{}
NEI
['NEI', 'NEI', 'CONTRADICT', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI']
{}
NEI
['NEI', 'NEI', 'CONTRADICT', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI']
{}
NEI
['NEI', 'NEI', 'CONTRADICT', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI']
{}
NEI
['NEI', 'NEI', 'CONTRADICT', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI']
{}
NEI
['NEI', 'NEI', 'CONTRADICT', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI']
{}
NEI
['NEI', 'NEI', 'CONTRADICT', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI']
{}
NEI
['NEI', 'NEI', 'CONTRADICT', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI']
{}
NEI
['NEI', 'NEI', 'CONTRADICT', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI']
{}
NEI
['NEI', 'NEI', 'CONTRADICT', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI']
{'6490571': [{'sentences': [7], 'label': 'SUPPORT'}]}
SUPPORT
['NEI', 'NEI', 'CONTRADICT', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT']
{}
NEI
['NEI', 'NEI', 'CONTRADICT', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'NEI']
{}
NEI
['NEI', 'NEI', 'CONTRADICT', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'NEI', 'NEI']
{}
NEI
['NEI', 'NEI', 'CONTRADICT', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'NEI', 'NEI', 'NEI']
{}
NEI
['NEI', 'NEI', 'CONTRADICT', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI']
{}
NEI
['NEI', 'NEI', 'CONTRADICT', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI']
{}
NEI
['NEI', 'NEI', 'CONTRADICT', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI']
{}
NEI
['NEI', 'NEI', 'CONTRADICT', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI']
{}
NEI
['NEI', 'NEI', 'CONTRADICT', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI']
{'12670680': [{'sentences': [1], 'label': 'CONTRADICT'}, {'sentences': [2], 'label': 'CONTRADICT'}, {'sentences': [4], 'label': 'CONTRADICT'}]}
CONTRADICT
['NEI', 'NEI', 'CONTRADICT', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'CONTRADICT']
{'12670680': [{'sentences': [1], 'label': 'CONTRADICT'}, {'sentences': [2], 'label': 'CONTRADICT'}, {'sentences': [4], 'label': 'CONTRADICT'}]}
CONTRADICT
['NEI', 'NEI', 'CONTRADICT', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'CONTRADICT', 'CONTRADICT']
{'12670680': [{'sentences': [1], 'label': 'CONTRADICT'}, {'sentences': [2], 'label': 'CONTRADICT'}, {'sentences': [4], 'label': 'CONTRADICT'}]}
CONTRADICT
['NEI', 'NEI', 'CONTRADICT', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT']
{'24341590': [{'sentences': [10], 'label': 'SUPPORT'}, {'sentences': [11], 'label': 'SUPPORT'}, {'sentences': [12], 'label': 'SUPPORT'}, {'sentences': [13], 'label': 'SUPPORT'}]}
SUPPORT
['NEI', 'NEI', 'CONTRADICT', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'SUPPORT']
{'24341590': [{'sentences': [10], 'label': 'SUPPORT'}, {'sentences': [11], 'label': 'SUPPORT'}, {'sentences': [12], 'label': 'SUPPORT'}, {'sentences': [13], 'label': 'SUPPORT'}]}
SUPPORT
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NEI
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NEI
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NEI
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NEI
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NEI
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NEI
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NEI
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NEI
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SUPPORT
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SUPPORT
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SUPPORT
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CONTRADICT
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CONTRADICT
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CONTRADICT
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CONTRADICT
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SUPPORT
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SUPPORT
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SUPPORT
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{}
NEI
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{}
NEI
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{}
NEI
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{}
NEI
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{}
NEI
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{}
NEI
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{}
NEI
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{}
NEI
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SUPPORT
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SUPPORT
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SUPPORT
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CONTRADICT
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CONTRADICT
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CONTRADICT
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SUPPORT
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SUPPORT
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NEI
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{}
NEI
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NEI
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NEI
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SUPPORT
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SUPPORT
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CONTRADICT
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CONTRADICT
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SUPPORT
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SUPPORT
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SUPPORT
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{}
NEI
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{}
NEI
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{}
NEI
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{}
NEI
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NEI
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SUPPORT
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NEI
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NEI
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{}
NEI
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NEI
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NEI
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NEI
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NEI
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{}
NEI
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SUPPORT
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SUPPORT
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NEI
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{}
NEI
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{}
NEI
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{}
NEI
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CONTRADICT
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CONTRADICT
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CONTRADICT
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CONTRADICT
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CONTRADICT
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CONTRADICT
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CONTRADICT
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CONTRADICT
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CONTRADICT
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CONTRADICT
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SUPPORT
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CONTRADICT
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CONTRADICT
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SUPPORT
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SUPPORT
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CONTRADICT
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CONTRADICT
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SUPPORT
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SUPPORT
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SUPPORT
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SUPPORT
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CONTRADICT
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CONTRADICT
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CONTRADICT
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{}
NEI
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{}
NEI
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{}
NEI
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{}
NEI
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CONTRADICT
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CONTRADICT
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{}
NEI
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{}
NEI
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SUPPORT
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SUPPORT
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SUPPORT
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CONTRADICT
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CONTRADICT
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SUPPORT
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SUPPORT
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NEI
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{}
NEI
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NEI
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{}
NEI
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SUPPORT
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CONTRADICT
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SUPPORT
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SUPPORT
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SUPPORT
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NEI
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NEI
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SUPPORT
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SUPPORT
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CONTRADICT
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CONTRADICT
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SUPPORT
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NEI
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NEI
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NEI
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NEI
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SUPPORT
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NEI
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NEI
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SUPPORT
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SUPPORT
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SUPPORT
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CONTRADICT
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CONTRADICT
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CONTRADICT
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NEI
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NEI
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NEI
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NEI
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NEI
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NEI
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NEI
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NEI
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NEI
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SUPPORT
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SUPPORT
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SUPPORT
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CONTRADICT
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CONTRADICT
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SUPPORT
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NEI
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NEI
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SUPPORT
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CONTRADICT
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SUPPORT
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CONTRADICT
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SUPPORT
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SUPPORT
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NEI
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NEI
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CONTRADICT
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NEI
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NEI
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SUPPORT
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CONTRADICT
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CONTRADICT
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CONTRADICT
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NEI
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NEI
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CONTRADICT
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CONTRADICT
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CONTRADICT
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CONTRADICT
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NEI
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CONTRADICT
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CONTRADICT
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SUPPORT
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CONTRADICT
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CONTRADICT
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CONTRADICT
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CONTRADICT
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NEI
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NEI
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CONTRADICT
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SUPPORT
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CONTRADICT
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SUPPORT
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CONTRADICT
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SUPPORT
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SUPPORT
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SUPPORT
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SUPPORT
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CONTRADICT
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CONTRADICT
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CONTRADICT
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NEI
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NEI
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CONTRADICT
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CONTRADICT
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NEI
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NEI
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CONTRADICT
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SUPPORT
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NEI
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CONTRADICT
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NEI
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SUPPORT
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CONTRADICT
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SUPPORT
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IOPub data rate exceeded.
The notebook server will temporarily stop sending output
to the client in order to avoid crashing it.
To change this limit, set the config variable
`--NotebookApp.iopub_data_rate_limit`.

Current values:
NotebookApp.iopub_data_rate_limit=1000000.0 (bytes/sec)
NotebookApp.rate_limit_window=3.0 (secs)


df.replace({'label': {'SUPPORT': 'SUPPORTED', 'CONTRADICT': 'REFUTED'}},inplace=True)
records = df.to_json(orient="records",default_handler=str,path_or_buf='./{}.json'.format('scifact_train'),indent=1)


import argparse
import jsonlines
from sklearn.feature_extraction.text import TfidfVectorizer
import numpy as np
import pandas as pd

corpus = {doc['doc_id']: doc for doc in jsonlines.open("corpus.jsonl")}
abstract_retrieval = jsonlines.open("abstract_retrieval_dev.jsonl")
dataset = jsonlines.open("claims_dev.jsonl")
output = jsonlines.open("output.jsonl", 'w')
index = 0

indices = []
context = []
ori_evi = []
claim = []
labels = []

for data, retrieval in zip(dataset, abstract_retrieval):
    assert data['id'] == retrieval['claim_id']

    for doc_id in retrieval['doc_ids']:
        
        if data['evidence'].get(str(doc_id)):
            evidence[doc_id] = [s for es in data['evidence'][str(doc_id)] for s in es['sentences']]
        else:
            sentences = corpus[doc_id]['abstract']
            vectorizer = TfidfVectorizer(stop_words='english')
            sentence_vectors = vectorizer.fit_transform(sentences)
            claim_vector = vectorizer.transform([data['claim']]).todense()
            sentence_scores = np.asarray(sentence_vectors @ claim_vector.T).squeeze()
            top_sentence_indices = sentence_scores.argsort()[-2:][::-1].tolist()
            top_sentence_indices.sort()
            evidence[doc_id] = top_sentence_indices
            
        for sentence_id in evidence[doc_id]:
            
            evidence_sentence = corpus[doc_id]
            print(data['evidence'])
   
            try:
                label = data['evidence'][str(doc_id)][0]['label']
            except:
                label = 'NEI'
                
            indices.append(index)
            context.append(data['claim'])
            ori_evi.append(['','',evidence_sentence['abstract'][sentence_id]])
            claim.append(data['claim'])
            print(label)
            labels.append(label)
            print(labels)
            
            output.write({
                'id':index,
                'claim': data['claim'],
                'evidence': evidence_sentence['abstract'][sentence_id],
                'label': label})
            index += 1
            
df2 = pd.DataFrame({'id':indices,'context':context,'ori_evidence':ori_evi,'claim':claim,'label':labels})

df2.replace({'label': {'SUPPORT': 'SUPPORTED', 'CONTRADICT': 'REFUTED'}},inplace=True)
records = df2.to_json(orient="records",default_handler=str,path_or_buf='./{}.json'.format('scifact_dev'),indent=1)

{}
NEI
['NEI']
{}
NEI
['NEI', 'NEI']
{'14717500': [{'sentences': [2, 5], 'label': 'SUPPORT'}, {'sentences': [7], 'label': 'SUPPORT'}]}
SUPPORT
['NEI', 'NEI', 'SUPPORT']
{'14717500': [{'sentences': [2, 5], 'label': 'SUPPORT'}, {'sentences': [7], 'label': 'SUPPORT'}]}
SUPPORT
['NEI', 'NEI', 'SUPPORT', 'SUPPORT']
{'14717500': [{'sentences': [2, 5], 'label': 'SUPPORT'}, {'sentences': [7], 'label': 'SUPPORT'}]}
SUPPORT
['NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'SUPPORT']
{'13734012': [{'sentences': [4], 'label': 'SUPPORT'}]}
SUPPORT
['NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT']
{}
NEI
['NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI']
{}
NEI
['NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI']
{}
NEI
['NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI']
{}
NEI
['NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI']
{'18174210': [{'sentences': [1, 9], 'label': 'CONTRADICT'}, {'sentences': [10], 'label': 'CONTRADICT'}]}
CONTRADICT
['NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'CONTRADICT']
{'18174210': [{'sentences': [1, 9], 'label': 'CONTRADICT'}, {'sentences': [10], 'label': 'CONTRADICT'}]}
CONTRADICT
['NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'CONTRADICT', 'CONTRADICT']
{'18174210': [{'sentences': [1, 9], 'label': 'CONTRADICT'}, {'sentences': [10], 'label': 'CONTRADICT'}]}
CONTRADICT
['NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT']
{'13734012': [{'sentences': [4], 'label': 'CONTRADICT'}]}
CONTRADICT
['NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT']
{'5953485': [{'sentences': [1], 'label': 'SUPPORT'}, {'sentences': [2], 'label': 'SUPPORT'}]}
SUPPORT
['NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'SUPPORT']
{'5953485': [{'sentences': [1], 'label': 'SUPPORT'}, {'sentences': [2], 'label': 'SUPPORT'}]}
SUPPORT
['NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'SUPPORT', 'SUPPORT']
{'12580014': [{'sentences': [1], 'label': 'SUPPORT'}]}
SUPPORT
['NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT']
{'45638119': [{'sentences': [4], 'label': 'CONTRADICT'}]}
CONTRADICT
['NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'CONTRADICT']
{'45638119': [{'sentences': [4], 'label': 'SUPPORT'}]}
SUPPORT
['NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'CONTRADICT', 'SUPPORT']
{'49556906': [{'sentences': [5], 'label': 'CONTRADICT'}, {'sentences': [6], 'label': 'CONTRADICT'}, {'sentences': [7], 'label': 'CONTRADICT'}]}
CONTRADICT
['NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'CONTRADICT', 'SUPPORT', 'CONTRADICT']
{'49556906': [{'sentences': [5], 'label': 'CONTRADICT'}, {'sentences': [6], 'label': 'CONTRADICT'}, {'sentences': [7], 'label': 'CONTRADICT'}]}
CONTRADICT
['NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'CONTRADICT', 'SUPPORT', 'CONTRADICT', 'CONTRADICT']
{'49556906': [{'sentences': [5], 'label': 'CONTRADICT'}, {'sentences': [6], 'label': 'CONTRADICT'}, {'sentences': [7], 'label': 'CONTRADICT'}]}
CONTRADICT
['NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'CONTRADICT', 'SUPPORT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT']
{'4709641': [{'sentences': [1], 'label': 'SUPPORT'}]}
SUPPORT
['NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'CONTRADICT', 'SUPPORT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'SUPPORT']
{'4709641': [{'sentences': [1], 'label': 'CONTRADICT'}]}
CONTRADICT
['NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'CONTRADICT', 'SUPPORT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'SUPPORT', 'CONTRADICT']
{'5956380': [{'sentences': [5, 6], 'label': 'SUPPORT'}], '4414547': [{'sentences': [5], 'label': 'SUPPORT'}]}
SUPPORT
['NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'CONTRADICT', 'SUPPORT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'SUPPORT', 'CONTRADICT', 'SUPPORT']
{'5956380': [{'sentences': [5, 6], 'label': 'SUPPORT'}], '4414547': [{'sentences': [5], 'label': 'SUPPORT'}]}
SUPPORT
['NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'CONTRADICT', 'SUPPORT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'SUPPORT', 'CONTRADICT', 'SUPPORT', 'SUPPORT']
{'5956380': [{'sentences': [5, 6], 'label': 'SUPPORT'}], '4414547': [{'sentences': [5], 'label': 'SUPPORT'}]}
SUPPORT
['NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'CONTRADICT', 'SUPPORT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'SUPPORT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT']
{}
NEI
['NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'CONTRADICT', 'SUPPORT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'SUPPORT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI']
{}
NEI
['NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'CONTRADICT', 'SUPPORT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'SUPPORT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI']
{}
NEI
['NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'CONTRADICT', 'SUPPORT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'SUPPORT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI']
{}
NEI
['NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'CONTRADICT', 'SUPPORT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'SUPPORT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI']
{}
NEI
['NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'CONTRADICT', 'SUPPORT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'SUPPORT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI']
{}
NEI
['NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'CONTRADICT', 'SUPPORT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'SUPPORT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI']
{}
NEI
['NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'CONTRADICT', 'SUPPORT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'SUPPORT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI']
{}
NEI
['NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'CONTRADICT', 'SUPPORT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'SUPPORT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI']
{'4381486': [{'sentences': [5], 'label': 'SUPPORT'}]}
SUPPORT
['NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'CONTRADICT', 'SUPPORT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'SUPPORT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT']
{'6157837': [{'sentences': [2], 'label': 'SUPPORT'}, {'sentences': [7], 'label': 'SUPPORT'}]}
SUPPORT
['NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'CONTRADICT', 'SUPPORT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'SUPPORT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'SUPPORT']
{'6157837': [{'sentences': [2], 'label': 'SUPPORT'}, {'sentences': [7], 'label': 'SUPPORT'}]}
SUPPORT
['NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'CONTRADICT', 'SUPPORT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'SUPPORT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'SUPPORT']
{'33872649': [{'sentences': [6], 'label': 'CONTRADICT'}]}
CONTRADICT
['NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'CONTRADICT', 'SUPPORT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'SUPPORT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'CONTRADICT']
{'6372244': [{'sentences': [0], 'label': 'SUPPORT'}, {'sentences': [4], 'label': 'SUPPORT'}]}
SUPPORT
['NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'CONTRADICT', 'SUPPORT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'SUPPORT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'CONTRADICT', 'SUPPORT']
{'6372244': [{'sentences': [0], 'label': 'SUPPORT'}, {'sentences': [4], 'label': 'SUPPORT'}]}
SUPPORT
['NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'CONTRADICT', 'SUPPORT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'SUPPORT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'CONTRADICT', 'SUPPORT', 'SUPPORT']
{'4883040': [{'sentences': [8], 'label': 'SUPPORT'}, {'sentences': [10], 'label': 'SUPPORT'}]}
SUPPORT
['NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'CONTRADICT', 'SUPPORT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'SUPPORT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT']
{'4883040': [{'sentences': [8], 'label': 'SUPPORT'}, {'sentences': [10], 'label': 'SUPPORT'}]}
SUPPORT
['NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'CONTRADICT', 'SUPPORT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'SUPPORT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT']
{}
NEI
['NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'CONTRADICT', 'SUPPORT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'SUPPORT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI']
{}
NEI
['NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'CONTRADICT', 'SUPPORT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'SUPPORT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI']
{}
NEI
['NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'CONTRADICT', 'SUPPORT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'SUPPORT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI']
{}
NEI
['NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'CONTRADICT', 'SUPPORT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'SUPPORT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI']
{'27768226': [{'sentences': [2], 'label': 'CONTRADICT'}, {'sentences': [10], 'label': 'CONTRADICT'}, {'sentences': [11], 'label': 'CONTRADICT'}, {'sentences': [40], 'label': 'CONTRADICT'}]}
CONTRADICT
['NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'CONTRADICT', 'SUPPORT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'SUPPORT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'CONTRADICT']
{'27768226': [{'sentences': [2], 'label': 'CONTRADICT'}, {'sentences': [10], 'label': 'CONTRADICT'}, {'sentences': [11], 'label': 'CONTRADICT'}, {'sentences': [40], 'label': 'CONTRADICT'}]}
CONTRADICT
['NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'CONTRADICT', 'SUPPORT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'SUPPORT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'CONTRADICT', 'CONTRADICT']
{'27768226': [{'sentences': [2], 'label': 'CONTRADICT'}, {'sentences': [10], 'label': 'CONTRADICT'}, {'sentences': [11], 'label': 'CONTRADICT'}, {'sentences': [40], 'label': 'CONTRADICT'}]}
CONTRADICT
['NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'CONTRADICT', 'SUPPORT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'SUPPORT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT']
{'27768226': [{'sentences': [2], 'label': 'CONTRADICT'}, {'sentences': [10], 'label': 'CONTRADICT'}, {'sentences': [11], 'label': 'CONTRADICT'}, {'sentences': [40], 'label': 'CONTRADICT'}]}
CONTRADICT
['NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'CONTRADICT', 'SUPPORT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'SUPPORT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT']
{'27768226': [{'sentences': [2], 'label': 'SUPPORT'}, {'sentences': [10], 'label': 'SUPPORT'}, {'sentences': [11], 'label': 'SUPPORT'}, {'sentences': [40], 'label': 'SUPPORT'}]}
SUPPORT
['NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'CONTRADICT', 'SUPPORT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'SUPPORT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'SUPPORT']
{'27768226': [{'sentences': [2], 'label': 'SUPPORT'}, {'sentences': [10], 'label': 'SUPPORT'}, {'sentences': [11], 'label': 'SUPPORT'}, {'sentences': [40], 'label': 'SUPPORT'}]}
SUPPORT
['NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'CONTRADICT', 'SUPPORT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'SUPPORT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'SUPPORT', 'SUPPORT']
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SUPPORT
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NEI
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NEI
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NEI
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NEI
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NEI
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NEI
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NEI
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NEI
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NEI
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NEI
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NEI
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SUPPORT
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SUPPORT
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{}
NEI
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NEI
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SUPPORT
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CONTRADICT
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CONTRADICT
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CONTRADICT
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SUPPORT
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NEI
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NEI
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NEI
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SUPPORT
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NEI
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NEI
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SUPPORT
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SUPPORT
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NEI
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NEI
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SUPPORT
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SUPPORT
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NEI
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NEI
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NEI
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SUPPORT
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CONTRADICT
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NEI
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NEI
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NEI
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NEI
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NEI
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NEI
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NEI
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NEI
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NEI
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NEI
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NEI
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CONTRADICT
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CONTRADICT
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CONTRADICT
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NEI
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NEI
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NEI
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NEI
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NEI
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NEI
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CONTRADICT
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CONTRADICT
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SUPPORT
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NEI
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NEI
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NEI
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NEI
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NEI
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CONTRADICT
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SUPPORT
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CONTRADICT
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NEI
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NEI
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CONTRADICT
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SUPPORT
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NEI
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NEI
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SUPPORT
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NEI
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NEI
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CONTRADICT
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CONTRADICT
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SUPPORT
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NEI
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NEI
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SUPPORT
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SUPPORT
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CONTRADICT
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SUPPORT
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SUPPORT
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CONTRADICT
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SUPPORT
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CONTRADICT
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CONTRADICT
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SUPPORT
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CONTRADICT
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SUPPORT
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CONTRADICT
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SUPPORT
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CONTRADICT
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NEI
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CONTRADICT
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CONTRADICT
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'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'CONTRADICT', 'SUPPORT', 'NEI', 'NEI', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'CONTRADICT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'CONTRADICT', 'CONTRADICT', 'NEI', 'NEI', 'SUPPORT', 'CONTRADICT', 'NEI', 'NEI', 'SUPPORT', 'CONTRADICT', 'SUPPORT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'CONTRADICT', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'CONTRADICT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'CONTRADICT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI']
{}
NEI
['NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'CONTRADICT', 'SUPPORT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'SUPPORT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'NEI', 'NEI', 'SUPPORT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'NEI', 'NEI', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'CONTRADICT', 'CONTRADICT', 'SUPPORT', 'NEI', 'NEI', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'CONTRADICT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'SUPPORT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'CONTRADICT', 'CONTRADICT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'CONTRADICT', 'NEI', 'NEI', 'CONTRADICT', 'CONTRADICT', 'NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'SUPPORT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'CONTRADICT', 'CONTRADICT', 'SUPPORT', 'CONTRADICT', 'CONTRADICT', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'CONTRADICT', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'CONTRADICT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'CONTRADICT', 'NEI', 'NEI', 'SUPPORT', 'NEI', 'NEI', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'NEI', 'NEI', 'SUPPORT', 'NEI', 'NEI', 'CONTRADICT', 'NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'CONTRADICT', 'CONTRADICT', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'NEI', 'NEI', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'SUPPORT', 'CONTRADICT', 'NEI', 'NEI', 'CONTRADICT', 'CONTRADICT', 'SUPPORT', 'NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'CONTRADICT', 'CONTRADICT', 'SUPPORT', 'NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'CONTRADICT', 'SUPPORT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'CONTRADICT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'CONTRADICT', 'SUPPORT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'CONTRADICT', 'SUPPORT', 'NEI', 'NEI', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'CONTRADICT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'CONTRADICT', 'CONTRADICT', 'NEI', 'NEI', 'SUPPORT', 'CONTRADICT', 'NEI', 'NEI', 'SUPPORT', 'CONTRADICT', 'SUPPORT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'CONTRADICT', 'NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'CONTRADICT', 'NEI', 'NEI', 'NEI', 'NEI', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'CONTRADICT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'CONTRADICT', 'CONTRADICT', 'SUPPORT', 'SUPPORT', 'SUPPORT', 'NEI', 'NEI']


df3 = pd.concat([df,df2])

df3


df3['id'] = [index for index in range(len(df3))]

records = df3.to_json(orient="records",default_handler=str,path_or_buf='./{}.json'.format('scifact_train_dev'),indent=1)

sample_df = df3.groupby("label").sample(n=480, random_state=1)


print(len(df3.loc[df3['label']=='SUPPORTED']),len(df3.loc[df3['label']=='NEI']),len(df3.loc[df3['label']=='REFUTED']))

896 832 495


print(len(sample_df.loc[sample_df['label']=='SUPPORTED']),len(sample_df.loc[sample_df['label']=='NEI']),len(sample_df.loc[sample_df['label']=='REFUTED']))
records = sample_df.to_json(orient="records",default_handler=str,path_or_buf='./{}.json'.format('scifact_train_dev_sampled'),indent=1)

480 480 480


# coding=utf-8
# Copyright 2018 The Google AI Language Team Authors and The HuggingFace Inc. team.
# Copyright (c) 2018, NVIDIA CORPORATION.  All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
#     http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
""" Finetuning the library models for question-answering on SQuAD (DistilBERT, Bert, XLM, XLNet)."""


import argparse
import glob
import logging
import os
import random
import timeit

import json
import numpy as np
import torch
from torch.utils.data import DataLoader, RandomSampler, SequentialSampler
from torch.utils.data.distributed import DistributedSampler
from tqdm import tqdm, trange

from sklearn.metrics import classification_report
from sklearn.metrics import confusion_matrix

from transformers import (
    WEIGHTS_NAME,
    AdamW,
    BertConfig,
    BertTokenizer,
    ALBERT_PRETRAINED_CONFIG_ARCHIVE_MAP,
    BERT_PRETRAINED_CONFIG_ARCHIVE_MAP,
    get_linear_schedule_with_warmup,
    squad_convert_examples_to_features,
    RobertaConfig,
    RobertaForSequenceClassification,
    RobertaTokenizer
)

logger = logging.getLogger(__name__)

ALL_MODELS = sum(
    # (tuple(conf.pretrained_config_archive_map.keys()) for conf in (BertConfig,)),
    (tuple(conf.pretrained_config_archive_map.keys()) for conf in (RobertaConfig,)),
    (),
)

MODEL_CLASSES = {
    "bert": (BertConfig, None, BertTokenizer),
    "roberta": (RobertaConfig, RobertaForSequenceClassification, RobertaTokenizer),
    # "xlnet": (XLNetConfig, XLNetForQuestionAnswering, XLNetTokenizer),
    # "xlm": (XLMConfig, XLMForQuestionAnswering, XLMTokenizer),
    # "distilbert": (DistilBertConfig, DistilBertForQuestionAnswering, DistilBertTokenizer),
    # "albert": (AlbertConfig, AlbertForQuestionAnswering, AlbertTokenizer),
}


def set_seed(args):
    random.seed(args.seed)
    np.random.seed(args.seed)
    torch.manual_seed(args.seed)
    if args.n_gpu > 0:
        torch.cuda.manual_seed_all(args.seed)


def to_list(tensor):
    return tensor.detach().cpu().tolist()


def train(args, train_dataset, model, tokenizer):
    """ Train the model """
    args.train_batch_size = args.per_gpu_train_batch_size * max(1, args.n_gpu)

    train_sampler = RandomSampler(train_dataset) if args.local_rank == -1 else DistributedSampler(train_dataset)
    train_dataloader = DataLoader(train_dataset, sampler=train_sampler, batch_size=args.train_batch_size)

    if args.max_steps > 0:
        t_total = args.max_steps
        args.num_train_epochs = args.max_steps // (len(train_dataloader) // args.gradient_accumulation_steps) + 1
    else:
        t_total = len(train_dataloader) // args.gradient_accumulation_steps * args.num_train_epochs

    # Prepare optimizer and schedule (linear warmup and decay)
    no_decay = ["bias", "LayerNorm.weight"]
    optimizer_grouped_parameters = [
        {
            "params": [p for n, p in model.named_parameters() if not any(nd in n for nd in no_decay)],
            "weight_decay": args.weight_decay,
        },
        {"params": [p for n, p in model.named_parameters() if any(nd in n for nd in no_decay)], "weight_decay": 0.0},
    ]
    optimizer = AdamW(optimizer_grouped_parameters, lr=args.learning_rate, eps=args.adam_epsilon)
    scheduler = get_linear_schedule_with_warmup(
        optimizer, num_warmup_steps=args.warmup_steps, num_training_steps=t_total
    )

    # # Check if saved optimizer or scheduler states exist
    # if os.path.isfile(os.path.join(args.model_name_or_path, "optimizer.pt")) and os.path.isfile(
    #     os.path.join(args.model_name_or_path, "scheduler.pt")
    # ):
    #     # Load in optimizer and scheduler states
    #     optimizer.load_state_dict(torch.load(os.path.join(args.model_name_or_path, "optimizer.pt")))
    #     scheduler.load_state_dict(torch.load(os.path.join(args.model_name_or_path, "scheduler.pt")))

    if args.fp16:
        try:
            from apex import amp
        except ImportError:
            raise ImportError("Please install apex from https://www.github.com/nvidia/apex to use fp16 training.")

        model, optimizer = amp.initialize(model, optimizer, opt_level=args.fp16_opt_level)

    # multi-gpu training (should be after apex fp16 initialization)
    if args.n_gpu > 1:
        model = torch.nn.DataParallel(model)

    # Distributed training (should be after apex fp16 initialization)
    if args.local_rank != -1:
        model = torch.nn.parallel.DistributedDataParallel(
            model, device_ids=[args.local_rank], output_device=args.local_rank, find_unused_parameters=True
        )

    # Train!
    logger.info("***** Running training *****")
    logger.info("  Num examples = %d", len(train_dataset))
    logger.info("  Num Epochs = %d", args.num_train_epochs)
    logger.info("  Instantaneous batch size per GPU = %d", args.per_gpu_train_batch_size)
    logger.info(
        "  Total train batch size (w. parallel, distributed & accumulation) = %d",
        args.train_batch_size
        * args.gradient_accumulation_steps
        * (torch.distributed.get_world_size() if args.local_rank != -1 else 1),
    )
    logger.info("  Gradient Accumulation steps = %d", args.gradient_accumulation_steps)
    logger.info("  Total optimization steps = %d", t_total)

    global_step = 1
    epochs_trained = 0
    steps_trained_in_current_epoch = 0
    # Check if continuing training from a checkpoint
    if os.path.exists(args.model_name_or_path):
        try:
            # set global_step to gobal_step of last saved checkpoint from model path
            checkpoint_suffix = args.model_name_or_path.split("-")[-1].split("/")[0]
            global_step = int(checkpoint_suffix)
            epochs_trained = global_step // (len(train_dataloader) // args.gradient_accumulation_steps)
            steps_trained_in_current_epoch = global_step % (len(train_dataloader) // args.gradient_accumulation_steps)

            logger.info("  Continuing training from checkpoint, will skip to saved global_step")
            logger.info("  Continuing training from epoch %d", epochs_trained)
            logger.info("  Continuing training from global step %d", global_step)
            logger.info("  Will skip the first %d steps in the first epoch", steps_trained_in_current_epoch)
        except ValueError:
            logger.info("  Starting fine-tuning.")

    tr_loss, logging_loss = 0.0, 0.0
    model.zero_grad()
    train_iterator = trange(
        epochs_trained, int(args.num_train_epochs), desc="Epoch", disable=args.local_rank not in [-1, 0]
    )
    # Added here for reproductibility
    set_seed(args)

    # log dir
    log_dir = os.path.join(args.output_dir, "log_results.txt")
    if not os.path.exists(args.output_dir):
        os.makedirs(args.output_dir)
    log_file = open(log_dir, 'w')

    current_best_metrics = -1

    for _ in train_iterator:
        epoch_iterator = tqdm(train_dataloader, desc="Iteration", disable=args.local_rank not in [-1, 0])
        for step, batch in enumerate(epoch_iterator):

            # Skip past any already trained steps if resuming training
            if steps_trained_in_current_epoch > 0:
                steps_trained_in_current_epoch -= 1
                continue

            model.train()
            batch = tuple(t.to(args.device) for t in batch)

            data_indices = batch[-1].int().cpu().numpy()

            inputs = {
                "input_ids": batch[0],
                "attention_mask": batch[1],
                "token_type_ids": batch[2],
                "labels": batch[3]
            }

            if args.sub_task == 'sent_retrieval':
                inputs["start_mapping"] = batch[4]
                inputs["end_mapping"] = batch[5]
                inputs["mask"] = batch[6]
                # inputs["all_mapping"] = batch[6]

            if args.model_type in ["xlm", "roberta", "distilbert"]:
                del inputs["token_type_ids"]

            if args.model_type in ["xlnet", "xlm"]:
                inputs.update({"cls_index": batch[5], "p_mask": batch[6]})
               
            outputs = model(**inputs)
            # model outputs are always tuple in transformers (see doc)
            loss = outputs[0]

            if args.n_gpu > 1:
                loss = loss.mean()  # mean() to average on multi-gpu parallel (not distributed) training

            if args.gradient_accumulation_steps > 1:
                loss = loss / args.gradient_accumulation_steps

            if args.fp16:
                with amp.scale_loss(loss, optimizer) as scaled_loss:
                    scaled_loss.backward()
            else:
                loss.backward()

            tr_loss += loss.item()

            if (step + 1) % args.gradient_accumulation_steps == 0:
                if args.fp16:
                    torch.nn.utils.clip_grad_norm_(amp.master_params(optimizer), args.max_grad_norm)
                else:
                    torch.nn.utils.clip_grad_norm_(model.parameters(), args.max_grad_norm)

                optimizer.step()
                scheduler.step()  # Update learning rate schedule
                model.zero_grad()
                global_step += 1

                # Log metrics
                if args.local_rank in [-1, 0] and args.logging_steps > 0 and global_step % args.logging_steps == 0:
                    # Only evaluate when single GPU otherwise metrics may not average well
                    if args.local_rank == -1 and args.evaluate_during_training:
                        results = evaluate(args, model, tokenizer, global_step)
                        
                        for key, value in results.items():
                            logger.info("eval_{}: {}".format(key, value))
                        logger.info("lr: {}".format(scheduler.get_lr()[0],))
                        logger.info("loss: {}".format((tr_loss - logging_loss) / args.logging_steps))
                        
                        # write results to log file
                        metric_key, metric_value = list(results.items())[0]
                        log_file.write(f'{global_step}: loss: {(tr_loss - logging_loss) / args.logging_steps}, {metric_key}: {metric_value}\n')

                    logging_loss = tr_loss

                    # Save model checkpoint
                    # Only save the best model
                    # output_dir = os.path.join(args.output_dir, "checkpoint-{}".format(global_step))
                    output_dir = os.path.join(args.output_dir, "best_model")
                    if not os.path.exists(output_dir):
                        os.makedirs(output_dir)

                    if metric_value > current_best_metrics:
                        logger.info("Found a new best model!!!")
                        # Take care of distributed/parallel training
                        model_to_save = model.module if hasattr(model, "module") else model
                        model_to_save.save_pretrained(output_dir)
                        tokenizer.save_pretrained(output_dir)

                        torch.save(args, os.path.join(output_dir, "training_args.bin"))
                        logger.info("Saving model checkpoint to %s", output_dir)

                        torch.save(optimizer.state_dict(), os.path.join(output_dir, "optimizer.pt"))
                        torch.save(scheduler.state_dict(), os.path.join(output_dir, "scheduler.pt"))
                        logger.info("Saving optimizer and scheduler states to %s", output_dir)

                        current_best_metrics = metric_value

            if args.max_steps > 0 and global_step > args.max_steps:
                epoch_iterator.close()
                break
        if args.max_steps > 0 and global_step > args.max_steps:
            train_iterator.close()
            break

    log_file.close()
    return global_step, tr_loss / global_step


def evaluate(args, model, tokenizer, global_step, prefix=""):
    if args.sub_task == 'doc_retrieval':
        from my_transformers.data.metrics.hover_doc_metrics import (
                compute_predictions_log_probs,
                compute_predictions_logits,
                hover_evaluate,
            )
        from my_transformers.data.processors.hover_doc import HoverResult
    elif args.sub_task == 'sent_retrieval':
        from my_transformers.data.metrics.hover_sent_metrics import (
                compute_predictions_log_probs,
                compute_predictions_logits,
                hover_evaluate,
            )
        from my_transformers.data.processors.hover_sent import HoverResult
    elif args.sub_task == 'claim_verification':
        from my_transformers.data.metrics.hover_verif_metrics import (
                compute_predictions_log_probs,
                compute_predictions_logits,
                hover_evaluate,
            )
        from my_transformers.data.processors.hover_verif import HoverResult

    dataset, examples, features = load_and_cache_examples(args, tokenizer, evaluate=True, output_examples=True)

    if not os.path.exists(args.output_dir) and args.local_rank in [-1, 0]:
        os.makedirs(args.output_dir)

    args.eval_batch_size = args.per_gpu_eval_batch_size * max(1, args.n_gpu)

    # Note that DistributedSampler samples randomly
    eval_sampler = SequentialSampler(dataset)
    eval_dataloader = DataLoader(dataset, sampler=eval_sampler, batch_size=args.eval_batch_size)

    # multi-gpu evaluate
    if args.n_gpu > 1 and not isinstance(model, torch.nn.DataParallel):
        model = torch.nn.DataParallel(model)

    # Eval!
    logger.info("***** Running evaluation {} *****".format(prefix))
    logger.info("  Num examples = %d", len(dataset))
    logger.info("  Batch size = %d", args.eval_batch_size)

    all_results = []
    start_time = timeit.default_timer()

    for batch in tqdm(eval_dataloader, desc="Evaluating"):
        model.eval()
        batch = tuple(t.to(args.device) for t in batch)

        with torch.no_grad():
            inputs = {
                "input_ids": batch[0],
                "attention_mask": batch[1],
                "token_type_ids": batch[2],
            }
            if args.sub_task == 'sent_retrieval':
                if args.eval_on_train_data:
                    inputs["start_mapping"] = batch[4]
                    inputs["end_mapping"] = batch[5]
                    inputs["mask"] = batch[6]
                else:
                    inputs["start_mapping"] = batch[3]
                    inputs["end_mapping"] = batch[4]
                    inputs["mask"] = batch[5]
                # inputs["all_mapping"] = batch[6]

            if args.model_type in ["xlm", "roberta", "distilbert"]:
                del inputs["token_type_ids"]

            example_indices = batch[-1]

            # XLNet and XLM use more arguments for their predictions
            if args.model_type in ["xlnet", "xlm"]:
                inputs.update({"cls_index": batch[4], "p_mask": batch[5]})

            outputs = model(**inputs)

        for i, example_index in enumerate(example_indices):
            eval_feature = features[example_index.item()]
            unique_id = int(eval_feature.unique_id)

            output = [to_list(output[i]) for output in outputs]

            logits = output[0]
            if args.sub_task == 'claim_verification':
                result = HoverResult(unique_id, logits)
            else:
                probs = output[1]
                result = HoverResult(unique_id, logits, probs)

            all_results.append(result)

    evalTime = timeit.default_timer() - start_time
    logger.info("  Evaluation done in total %f secs (%f sec per example)", evalTime, evalTime / len(dataset))

    ## Compute predictions & save predictions
    output_dir = os.path.join(args.output_dir, "best_model")
    if not os.path.exists(output_dir):
        os.makedirs(output_dir)

    if args.eval_on_train_data:
        output_prediction_file = os.path.join(output_dir, "train_predictions_{}.json".format(prefix))
    else:
        output_prediction_file = os.path.join(output_dir, "predictions_{}.json".format(prefix))

    # output_nbest_file = os.path.join(args.output_dir, "nbest_predictions_{}.json".format(prefix))

    # XLNet and XLM use a more complex post-processing procedure
    if args.model_type in ["xlnet", "xlm"]:

        predictions = compute_predictions_log_probs(
            examples,
            features,
            all_results,
            args.n_best_size,
            output_prediction_file,
            # output_nbest_file,
            tokenizer,
            args.verbose_logging,
        )
    else:
        predictions = compute_predictions_logits(
            examples,
            features,
            all_results,
            args.n_best_size,
            # args.max_answer_length,
            output_prediction_file,
            # output_nbest_file,
            args.verbose_logging,
            tokenizer,
        )

    # Compute the F1 and exact scores.
    results = hover_evaluate(examples, predictions)

    # Print the classification report and confusion matrix
    y_true, y_pred = [], []
    target_names = []
    target_map = {}

    if args.num_labels == 3:
        target_names = ['SUPPORTED', 'REFUTED', 'NEI']
        target_map = {'SUPPORTED': 0, 'REFUTED': 1, 'NEI': 2}
    elif args.num_labels == 2:
        target_names = ['SUPPORTED', 'NOT_SUPPORTED']
        target_map = {'SUPPORTED': 0, 'NOT_SUPPORTED': 1}
    
    for ID, pred in predictions.items():
        y_true.append(target_map[pred['gold_label']])
        y_pred.append(target_map[pred['predicted_label']])
    print(classification_report(y_true, y_pred, target_names=target_names, digits = 3))
    print()
    print(confusion_matrix(y_true, y_pred))

    return results


def load_and_cache_examples(args, tokenizer, evaluate=False, output_examples=False):
    if args.sub_task == 'doc_retrieval':
        from my_transformers.data.processors.hover_doc import HoverV1Processor, hover_convert_examples_to_features
    elif args.sub_task == 'sent_retrieval':
        from my_transformers.data.processors.hover_sent import HoverV1Processor, hover_convert_examples_to_features
    elif args.sub_task == 'claim_verification':
        from my_transformers.data.processors.hover_verif import HoverV1Processor, hover_convert_examples_to_features

    if args.local_rank not in [-1, 0] and not evaluate:
        # Make sure only the first process in distributed training process the dataset, and the others will use the cache
        torch.distributed.barrier()

    # Load data features from cache or dataset file
    input_dir = args.data_dir
    cached_features_file = os.path.join(
        input_dir,
        "cached_{}_{}_{}_{}_{}".format(
            args.sub_task,
            "dev" if evaluate and not args.eval_on_train_data else "train",
            list(filter(None, args.model_name_or_path.split("/"))).pop(),
            str(args.max_seq_length),
            'oracle' if args.oracle and (not evaluate or args.eval_on_oracle) else "normal"
        ),
    )
    print(cached_features_file)
    # Init features and dataset from cache if it exists
    if os.path.exists(cached_features_file) and not args.overwrite_cache:
        logger.info("Loading features from cached file %s", cached_features_file)
        features_and_dataset = torch.load(cached_features_file)
        features, dataset, examples = (
            features_and_dataset["features"],
            features_and_dataset["dataset"],
            features_and_dataset["examples"],
            # features_and_dataset["qas_ids"],
        )
    else:
        logger.info("Creating features from dataset file at %s", input_dir)

        if not args.data_dir and ((evaluate and not args.predict_file) or (not evaluate and not args.train_file)):
            raise NotImplementedError
            try:
                import tensorflow_datasets as tfds
            except ImportError:
                raise ImportError("If not data_dir is specified, tensorflow_datasets needs to be installed.")

            if args.version_2_with_negative:
                logger.warn("tensorflow_datasets does not handle version 2 of SQuAD.")

            tfds_examples = tfds.load("squad")
            examples = HoverV1Processor().get_examples_from_dataset(tfds_examples, evaluate=evaluate)
        else:
            processor = HoverV1Processor()
            if evaluate:
                examples = processor.get_dev_examples(args.data_dir, filename=args.predict_file)
            else:
                examples = processor.get_train_examples(args.data_dir, filename=args.train_file)

        features, dataset = hover_convert_examples_to_features(
            examples=examples,
            tokenizer=tokenizer,
            max_seq_length=args.max_seq_length,
            max_doc_num=args.max_doc_num,
            max_sent_num=args.max_sent_num,
            doc_stride=args.doc_stride,
            max_query_length=args.max_query_length,
            is_training=not evaluate,
            return_dataset="pt",
            threads=args.threads,
        )

        #### DO NOT SAVE CACHE
        # if args.local_rank in [-1, 0]:
        #     logger.info("Saving features into cached file %s", cached_features_file)
        #     torch.save({"features": features, "dataset": dataset, "examples": examples}, cached_features_file)

    if args.local_rank == 0 and not evaluate:
        # Make sure only the first process in distributed training process the dataset, and the others will use the cache
        torch.distributed.barrier()

    if output_examples:
        return dataset, examples, features
    return dataset


def main():
    parser = argparse.ArgumentParser()

    # Required parameters
    parser.add_argument(
        "--model_type",
        default=None,
        type=str,
        required=True,
        help="Model type selected in the list: " + ", ".join(MODEL_CLASSES.keys()),
    )
    parser.add_argument(
        "--model_name_or_path",
        default=None,
        type=str,
        required=True,
        help="Path to pre-trained model or shortcut name selected in the list: " + ", ".join(ALL_MODELS),
    )
    parser.add_argument(
        "--output_dir",
        default=None,
        type=str,
        required=True,
        help="The output directory where the model checkpoints and predictions will be written.",
    )

    # Other parameters
    parser.add_argument(
        "--data_dir",
        default='data',
        type=str,
        help="The input data dir. Should contain the .json files for the task."
        + "If no data dir or train/predict files are specified, will run with tensorflow_datasets.",
    )
    parser.add_argument(
        "--dataset_name",
        type=str,
        default='FEVER',
        help="dataset to run the model on.",
    )
    parser.add_argument(
        "--train_file",
        default='hover_train_doc_retrieval.json',
        type=str,
        help="The input training file. If a data dir is specified, will look for the file there"
        + "If no data dir or train/predict files are specified, will run with tensorflow_datasets.",
    )
    parser.add_argument(
        "--predict_file",
        default='hover_dev_doc_retrieval.json',
        type=str,
        help="The input evaluation file. If a data dir is specified, will look for the file there"
        + "If no data dir or train/predict files are specified, will run with tensorflow_datasets.",
    )
    parser.add_argument(
        "--config_name", default="", type=str, help="Pretrained config name or path if not the same as model_name"
    )
    parser.add_argument(
        "--tokenizer_name",
        default="",
        type=str,
        help="Pretrained tokenizer name or path if not the same as model_name",
    )
    parser.add_argument(
        "--cache_dir",
        default="cache",
        type=str,
        help="Where do you want to store the pre-trained models downloaded from s3",
    )

    parser.add_argument(
        "--version_2_with_negative",
        action="store_true",
        help="If true, the SQuAD examples contain some that do not have an answer.",
    )
    parser.add_argument(
        "--null_score_diff_threshold",
        type=float,
        default=0.0,
        help="If null_score - best_non_null is greater than the threshold predict null.",
    )

    parser.add_argument(
        "--max_seq_length",
        default=384,
        type=int,
        help="The maximum total input sequence length after WordPiece tokenization. Sequences "
        "longer than this will be truncated, and sequences shorter than this will be padded.",
    )

    parser.add_argument(
        "--max_doc_num",
        default=20,
        type=int,
        help="The maximum total number of document",
    )

    parser.add_argument(
        "--max_sent_num",
        default=6,
        type=int,
        help="The maximum total number of sentence per document, when doing sentence retrieval.",
    )

    parser.add_argument(
        "--num_labels",
        default=2,
        type=int,
        help="The number of class labels.",
    )

    parser.add_argument(
        "--doc_stride",
        default=128,
        type=int,
        help="When splitting up a long document into chunks, how much stride to take between chunks.",
    )
    parser.add_argument(
        "--max_query_length",
        default=64,
        type=int,
        help="The maximum number of tokens for the question. Questions longer than this will "
        "be truncated to this length.",
    )
    parser.add_argument("--do_train", action="store_true", help="Whether to run training.")
    parser.add_argument("--do_eval", action="store_true", help="Whether to run eval on the dev set.")
    parser.add_argument(
        "--evaluate_during_training", action="store_true", help="Run evaluation during training at each logging step."
    )
    parser.add_argument(
        "--do_lower_case", action="store_true", help="Set this flag if you are using an uncased model."
    )

    parser.add_argument("--per_gpu_train_batch_size", default=8, type=int, help="Batch size per GPU/CPU for training.")
    parser.add_argument(
        "--per_gpu_eval_batch_size", default=8, type=int, help="Batch size per GPU/CPU for evaluation."
    )
    parser.add_argument("--learning_rate", default=5e-5, type=float, help="The initial learning rate for Adam.")
    parser.add_argument(
        "--gradient_accumulation_steps",
        type=int,
        default=1,
        help="Number of updates steps to accumulate before performing a backward/update pass.",
    )
    parser.add_argument("--weight_decay", default=0.0, type=float, help="Weight decay if we apply some.")
    parser.add_argument("--adam_epsilon", default=1e-8, type=float, help="Epsilon for Adam optimizer.")
    parser.add_argument("--max_grad_norm", default=1.0, type=float, help="Max gradient norm.")
    parser.add_argument(
        "--num_train_epochs", default=3.0, type=float, help="Total number of training epochs to perform."
    )
    parser.add_argument(
        "--max_steps",
        default=-1,
        type=int,
        help="If > 0: set total number of training steps to perform. Override num_train_epochs.",
    )
    parser.add_argument("--warmup_steps", default=0, type=int, help="Linear warmup over warmup_steps.")
    parser.add_argument(
        "--n_best_size",
        default=20,
        type=int,
        help="The total number of n-best predictions to generate in the nbest_predictions.json output file.",
    )
    parser.add_argument(
        "--max_answer_length",
        default=30,
        type=int,
        help="The maximum length of an answer that can be generated. This is needed because the start "
        "and end predictions are not conditioned on one another.",
    )
    parser.add_argument(
        "--verbose_logging",
        action="store_true",
        help="If true, all of the warnings related to data processing will be printed. "
        "A number of warnings are expected for a normal SQuAD evaluation.",
    )

    parser.add_argument("--logging_steps", type=int, default=100, help="Log every X updates steps.")
    parser.add_argument("--save_steps", type=int, default=100, help="Save checkpoint every X updates steps.")
    parser.add_argument(
        "--eval_all_checkpoints",
        action="store_true",
        help="Evaluate all checkpoints starting with the same prefix as model_name ending and ending with step number",
    )
    parser.add_argument("--no_cuda", action="store_true", help="Whether not to use CUDA when available")
    parser.add_argument(
        "--overwrite_output_dir", action="store_true", help="Overwrite the content of the output directory"
    )
    parser.add_argument(
        "--overwrite_cache", action="store_true", help="Overwrite the cached training and evaluation sets"
    )
    parser.add_argument("--seed", type=int, default=42, help="random seed for initialization")

    parser.add_argument("--local_rank", type=int, default=-1, help="local_rank for distributed training on gpus")
    parser.add_argument(
        "--fp16",
        action="store_true",
        help="Whether to use 16-bit (mixed) precision (through NVIDIA apex) instead of 32-bit",
    )
    parser.add_argument(
        "--fp16_opt_level",
        type=str,
        default="O1",
        help="For fp16: Apex AMP optimization level selected in ['O0', 'O1', 'O2', and 'O3']."
        "See details at https://nvidia.github.io/apex/amp.html",
    )
    parser.add_argument("--server_ip", type=str, default="", help="Can be used for distant debugging.")
    parser.add_argument("--server_port", type=str, default="", help="Can be used for distant debugging.")

    parser.add_argument("--threads", type=int, default=1, help="multiple threads for converting example to features")

    parser.add_argument(
        "--oracle", action="store_true", help=""
    )
    parser.add_argument(
        "--sub_task", type=str, default="claim_verification", help=""
    )
    parser.add_argument(
        "--eval_on_train_data", action="store_true", help=""
    )
    parser.add_argument(
        "--eval_on_oracle", action="store_true", help=""
    )
    parser.add_argument(
        "--ckpt_to_evaluate", type=str, default="100"
    )
    args = parser.parse_args()

    if args.oracle:
        args.train_file = args.train_file[:-5] + '_oracle.json'
        if args.eval_on_oracle:
            args.predict_file = args.predict_file[:-5] + '_oracle.json'

    if args.sub_task == 'doc_retrieval':
        from my_transformers.modeling_bert import BertForMultiClassMultipleChoice
        MODEL_CLASSES['bert'] = (BertConfig, BertForMultiClassMultipleChoice, BertTokenizer)
    elif args.sub_task == 'sent_retrieval':
        from my_transformers.modeling_bert import BertForMultiClassMultipleChoiceSp
        MODEL_CLASSES['bert'] = (BertConfig, BertForMultiClassMultipleChoiceSp, BertTokenizer)
    elif args.sub_task == 'claim_verification':
        from my_transformers.modeling_bert import BertForSequenceClassification
        MODEL_CLASSES['bert'] = (BertConfig, BertForSequenceClassification, BertTokenizer)

    if args.doc_stride >= args.max_seq_length - args.max_query_length:
        logger.warning(
            "WARNING - You've set a doc stride which may be superior to the document length in some "
            "examples. This could result in errors when building features from the examples. Please reduce the doc "
            "stride or increase the maximum length to ensure the features are correctly built."
        )

    #args.data_dir = os.path.join(args.data_dir, args.dataset_name, args.sub_task)
    #args.output_dir = os.path.join('out', args.dataset_name, args.output_dir, args.sub_task)

    if (
        os.path.exists(args.output_dir)
        and os.listdir(args.output_dir)
        and args.do_train
        and not args.overwrite_output_dir
    ):
        raise ValueError(
            "Output directory ({}) already exists and is not empty. Use --overwrite_output_dir to overcome.".format(
                args.output_dir
            )
        )

    # Setup distant debugging if needed
    if args.server_ip and args.server_port:
        # Distant debugging - see https://code.visualstudio.com/docs/python/debugging#_attach-to-a-local-script
        import ptvsd

        print("Waiting for debugger attach")
        ptvsd.enable_attach(address=(args.server_ip, args.server_port), redirect_output=True)
        ptvsd.wait_for_attach()

    # Setup CUDA, GPU & distributed training
    if args.local_rank == -1 or args.no_cuda:
        device = torch.device("cuda" if torch.cuda.is_available() and not args.no_cuda else "cpu")
        args.n_gpu = torch.cuda.device_count()
    else:  # Initializes the distributed backend which will take care of sychronizing nodes/GPUs
        torch.cuda.set_device(args.local_rank)
        device = torch.device("cuda", args.local_rank)
        torch.distributed.init_process_group(backend="nccl")
        args.n_gpu = 1
    args.device = device

    # Setup logging
    logging.basicConfig(
        format="%(asctime)s - %(levelname)s - %(name)s -   %(message)s",
        datefmt="%m/%d/%Y %H:%M:%S",
        level=logging.INFO if args.local_rank in [-1, 0] else logging.WARN,
    )
    logger.warning(
        "Process rank: %s, device: %s, n_gpu: %s, distributed training: %s, 16-bits training: %s",
        args.local_rank,
        device,
        args.n_gpu,
        bool(args.local_rank != -1),
        args.fp16,
    )

    # Set seed
    set_seed(args)

    # Load pretrained model and tokenizer
    if args.local_rank not in [-1, 0]:
        # Make sure only the first process in distributed training will download model & vocab
        torch.distributed.barrier()

    args.model_type = args.model_type.lower()
    config_class, model_class, tokenizer_class = MODEL_CLASSES[args.model_type]
    config = config_class.from_pretrained(
        args.config_name if args.config_name else args.model_name_or_path,
        cache_dir=args.cache_dir if args.cache_dir else None,
    )
    if args.sub_task == 'claim_verification':
        config.num_labels = args.num_labels

    tokenizer = tokenizer_class.from_pretrained(
        args.tokenizer_name if args.tokenizer_name else args.model_name_or_path,
        do_lower_case=args.do_lower_case,
        cache_dir=args.cache_dir if args.cache_dir else None,
    )
    model = model_class.from_pretrained(
        args.model_name_or_path,
        from_tf=bool(".ckpt" in args.model_name_or_path),
        config=config,
        cache_dir=args.cache_dir if args.cache_dir else None,
    )

    if args.local_rank == 0:
        # Make sure only the first process in distributed training will download model & vocab
        torch.distributed.barrier()

    model.to(args.device)

    logger.info("Training/evaluation parameters %s", args)

    # Before we do anything with models, we want to ensure that we get fp16 execution of torch.einsum if args.fp16 is set.
    # Otherwise it'll default to "promote" mode, and we'll get fp32 operations. Note that running `--fp16_opt_level="O2"` will
    # remove the need for this code, but it is still valid.
    if args.fp16:
        try:
            import apex

            apex.amp.register_half_function(torch, "einsum")
        except ImportError:
            raise ImportError("Please install apex from https://www.github.com/nvidia/apex to use fp16 training.")

    # Training
    if args.do_train:
        train_dataset = load_and_cache_examples(args, tokenizer, evaluate=False, output_examples=False)
        global_step, tr_loss = train(args, train_dataset, model, tokenizer)
        logger.info(" global_step = %s, average loss = %s", global_step, tr_loss)

    # Save the trained model and the tokenizer
    if args.do_train and (args.local_rank == -1 or torch.distributed.get_rank() == 0):
        # Create output directory if needed
        if not os.path.exists(args.output_dir) and args.local_rank in [-1, 0]:
            os.makedirs(args.output_dir)

        logger.info("Saving model checkpoint to %s", args.output_dir)
        # Save a trained model, configuration and tokenizer using `save_pretrained()`.
        # They can then be reloaded using `from_pretrained()`
        # Take care of distributed/parallel training
        model_to_save = model.module if hasattr(model, "module") else model
        model_to_save.save_pretrained(args.output_dir)
        tokenizer.save_pretrained(args.output_dir)

        # Good practice: save your training arguments together with the trained model
        torch.save(args, os.path.join(args.output_dir, "training_args.bin"))

        # Load a trained model and vocabulary that you have fine-tuned
        model = model_class.from_pretrained(args.output_dir)  # , force_download=True)
        tokenizer = tokenizer_class.from_pretrained(args.output_dir, do_lower_case=args.do_lower_case)
        model.to(args.device)

    # Evaluation - we can ask to evaluate all the checkpoints (sub-directories) in a directory
    results = {}
    if args.do_eval and args.local_rank in [-1, 0]:
        #if args.do_train:
        logger.info("Loading checkpoints saved during training for evaluation")
        checkpoints = [os.path.join(args.output_dir, 'best_model')]
        if args.eval_all_checkpoints:
            checkpoints = list(
                os.path.dirname(c)
                for c in sorted(glob.glob(args.output_dir + "/**/" + WEIGHTS_NAME, recursive=True))
            )
            logging.getLogger("transformers.modeling_utils").setLevel(logging.WARN)  # Reduce model loading logs
        # else:
        #     logger.info("Loading checkpoint %s for evaluation", args.model_name_or_path)
        #     checkpoints = [args.model_name_or_path]

        logger.info("Evaluate the following checkpoints: %s", checkpoints)

        for checkpoint in checkpoints:
            # Reload the model
            global_step = checkpoint.split("-")[-1]
            model = model_class.from_pretrained(checkpoint)  # , force_download=True)
            model.to(args.device)

            # Evaluate
            result = evaluate(args, model, tokenizer, global_step, prefix = args.predict_file.replace('.json', ''))

            result = dict((k + ("_{}".format(global_step) if global_step else ""), v) for k, v in result.items())
            results.update(result)

    logger.info("Results: {}".format(results))

    return results


if __name__ == "__main__":
    main()


python run_hover.py --model_type roberta --model_name_or_path roberta-large --do_eval --do_lower_case --per_gpu_train_batch_size 16 --learning_rate 1e-5 --num_train_epochs 5.0 --evaluate_during_training --max_seq_length 200 --max_query_length 60 --gradient_accumulation_steps 2 --max_steps 20000 --save_steps 1000 --logging_steps 1000 --overwrite_cache --num_labels 3 --data_dir ../data/ --train_file fever_train_data.json --predict_file project_train_data.json --output_dir ./output2/roberta_zero_shot


import pandas as pd
import json
import numpy as np

with open('predictions_test_phase_1_update_human_2.json', 'r') as f:
  data = json.load(f)

df_gold = pd.DataFrame(data).transpose()

df_gold['submission'] = None

df_gold['submission'] = df_gold['gold_label'].map({'NEI': 0, 'SUPPORTED': 1, 'REFUTED':2})

df_gold['submission']

0      0
1      0
2      1
3      1
4      1
      ..
145    0
146    1
147    0
148    0
149    1
Name: submission, Length: 150, dtype: int64


import pandas as pd
logit1_df = pd.read_csv('./Zero_Shot_Fact_Verification/Fact_Verification/tuned_model_lr1e5_bs16_s75(5)/roberta_zero_shot/best_model/logit_results.csv')
logit2_df = pd.read_csv('./Zero_Shot_Fact_Verification/Fact_Verification/scifact_model3(91.33)/roberta_zero_shot/best_model/logit_results.csv')

print(len(logit1_df))
print(len(logit2_df))

150
150


import numpy as np
import ast

ensemble_logit = []
original_logit = []

for logit_tuple1,logit_tuple2 in zip(logit1_df['logit'],logit2_df['logit']):
    logit_tuple1 = ast.literal_eval(logit_tuple1)
    logit_tuple2 = ast.literal_eval(logit_tuple2)
    ensemble_logit.append([float(logit_tuple1[0])+float(logit_tuple2[0]),float(logit_tuple1[1])+float(logit_tuple2[1]),float(logit_tuple1[2])+float(logit_tuple2[2])])
    original_logit.append([float(logit_tuple1[0]),float(logit_tuple1[1]),float(logit_tuple1[2])])
print(len(ensemble_logit))
ensemble_logit

150

[[-2.090417742729187, -3.2918331623077393, 4.600583434104919],
 [-3.3832743167877197, -3.955903172492981, 7.1647772789001465],
 [1.2023823857307434, 1.742479145526886, -4.153828859329224],
 [4.443054437637329, -3.762129068374634, -0.8525984287261963],
 [6.248743057250977, -2.3106958270072937, -4.150607347488403],
 [-3.4337198734283447, -4.127387523651123, 6.938854455947876],
 [-3.8729541301727295, -4.238449335098267, 7.420367240905762],
 [4.710428595542908, -1.2538627684116364, -3.2538092136383057],
 [-2.1347211599349976, 6.148162841796875, -4.3237611055374146],
 [-2.64521112293005, 4.795100688934326, -3.4236642122268677],
 [6.399151086807251, -3.8279173374176025, -2.8309223651885986],
 [-0.442291259765625, 1.9957377910614014, -2.8568758070468903],
 [1.6638410091400146, -0.5026112422347069, -0.9606688022613525],
 [-3.0637248158454895, 6.262457370758057, -3.4691368341445923],
 [1.3903541564941406, 2.5028862953186035, -4.173900246620178],
 [-1.8561186455190182, 5.461577415466309, -3.7925758361816406],
 [-4.112110733985901, -3.671454071998596, 6.744798183441162],
 [2.29761666059494, 1.7697227001190186, -4.786808013916016],
 [-3.022607445716858, -4.597857236862183, 7.641363143920898],
 [-1.5242007374763489, -3.5777618885040283, 4.905833005905151],
 [-2.831903576850891, 5.678410291671753, -3.0950781106948853],
 [6.56500506401062, -3.5886149406433105, -2.967176139354706],
 [-1.1189108341932297, 1.527903974056244, -1.391685251146555],
 [5.67719841003418, -2.22315776348114, -3.4635109901428223],
 [3.998826503753662, 0.23358691483736038, -4.691835284233093],
 [-1.7729390859603882, 5.941615581512451, -4.36001718044281],
 [5.736176490783691, -1.9772793054580688, -4.047162294387817],
 [6.260937690734863, -2.8325647115707397, -3.6201159954071045],
 [-1.720851767808199, 3.168690800666809, -1.8593704104423523],
 [-3.5753061771392822, -4.255398750305176, 7.32651162147522],
 [4.4707396030426025, -1.4533709287643433, -3.156181752681732],
 [-3.0922804176807404, 5.170389890670776, -2.9631009101867676],
 [-0.21307194232940674, 3.753265619277954, -4.179792404174805],
 [4.086042195558548, -1.185653492808342, -2.8829993307590485],
 [5.739555835723877, -2.803987979888916, -2.918640673160553],
 [1.9967114329338074, -0.6332724839448929, -1.7901092767715454],
 [4.628791809082031, -3.660268485546112, -1.5562634468078613],
 [-1.9513526856899261, 6.242996692657471, -4.52897572517395],
 [-2.104243755340576, 5.933463096618652, -4.143648386001587],
 [-0.8683594167232513, -5.345292329788208, 5.882601976394653],
 [-2.568335473537445, -3.6210358142852783, 5.325104236602783],
 [6.326641321182251, -2.4129183888435364, -4.116832137107849],
 [-2.7666507959365845, -3.8295352458953857, 6.407544136047363],
 [-1.7734099924564362, 3.2837257385253906, -2.5384402871131897],
 [-1.0743834674358368, 2.93134868144989, -2.75038605928421],
 [6.271792411804199, -3.171240448951721, -3.200619697570801],
 [6.458622932434082, -2.9044416546821594, -3.532835364341736],
 [-1.720457136631012, 2.9800726175308228, -2.4647092819213867],
 [-3.2976144552230835, -3.0649954080581665, 5.526306748390198],
 [6.391375780105591, -3.4767584800720215, -3.0001498460769653],
 [5.168022632598877, -3.710557460784912, -1.4671329855918884],
 [4.780723571777344, -1.5799216628074646, -4.16476309299469],
 [-2.4251898527145386, -5.159801483154297, 7.240110874176025],
 [4.5020973682403564, -2.721286177635193, -2.3380539566278458],
 [4.450878143310547, -0.33015812933444977, -4.750474572181702],
 [-0.3059002161026001, -2.522072911262512, 1.1992875337600708],
 [-2.559102177619934, 6.493105173110962, -4.214364051818848],
 [4.3723015785217285, 0.46433714032173157, -5.226762056350708],
 [-1.6873114109039307, 4.973047971725464, -3.7248003482818604],
 [6.0589516162872314, -2.427288770675659, -3.656726360321045],
 [-3.623192310333252, -4.172638416290283, 6.753874063491821],
 [-2.6207006126642227, 5.42345666885376, -3.184122323989868],
 [-2.8637694120407104, -4.649160623550415, 7.098114013671875],
 [-2.0104328766465187, 5.81519889831543, -3.7112764716148376],
 [-2.099694311618805, 5.971561431884766, -4.465596914291382],
 [6.393399953842163, -2.8359676599502563, -3.388744592666626],
 [-4.23703670501709, 0.25137394666671753, 2.922700524330139],
 [-3.3044391870498657, -4.98049783706665, 7.929288864135742],
 [-2.2075263261795044, -4.419824838638306, 6.195765495300293],
 [3.57972514629364, -2.271281063556671, -2.238053023815155],
 [2.8736116886138916, 1.1703826189041138, -4.6061835289001465],
 [-0.6680735275149345, -4.839122295379639, 5.058253526687622],
 [3.6954062581062317, -4.115525722503662, -0.6207981109619141],
 [4.664839148521423, -0.8799668997526169, -4.475271940231323],
 [2.8671898543834686, 0.8922762870788574, -4.100313663482666],
 [6.174742221832275, -3.6527295112609863, -2.610109865665436],
 [3.8898162841796875, -4.4565863609313965, 0.42590224742889404],
 [-0.9103354215621948, 3.752972722053528, -3.1396908164024353],
 [-3.6778199672698975, -4.727909088134766, 7.7580039501190186],
 [-4.458472967147827, -2.247115135192871, 5.990805149078369],
 [-2.247650623321533, -3.869376301765442, 5.985471963882446],
 [-3.066287398338318, -4.412617206573486, 7.260361194610596],
 [-1.4855824708938599, 5.226043343544006, -4.6815489530563354],
 [-1.072238266468048, -2.2047775387763977, 3.4103133529424667],
 [6.806552886962891, -3.6439566612243652, -3.2075517773628235],
 [-2.47467240691185, 5.8873984813690186, -4.000890016555786],
 [6.090482473373413, -2.9351142048835754, -3.753950595855713],
 [5.6922032833099365, -1.3838852047920227, -4.940717697143555],
 [-0.935023307800293, 4.807196497917175, -5.004823207855225],
 [6.237116098403931, -2.8292425870895386, -3.6108118295669556],
 [-2.1343871355056763, 6.125265598297119, -4.364056706428528],
 [-3.531241536140442, -3.5324227809906006, 7.080543279647827],
 [-0.8730698227882385, -5.590223789215088, 6.2473533153533936],
 [-0.8234902620315552, 4.4902403354644775, -4.037178874015808],
 [2.5240113735198975, -4.624326705932617, 1.7624619007110596],
 [-3.5247886180877686, -3.5404962301254272, 6.740320920944214],
 [2.214796781539917, 2.20822012424469, -5.060054540634155],
 [-2.1880454421043396, 6.551469087600708, -4.4611207246780396],
 [-0.5920947790145874, 5.166998624801636, -4.332483410835266],
 [-0.670641615986824, 4.368336200714111, -4.149477958679199],
 [-2.8865102529525757, 6.172053813934326, -3.4455947875976562],
 [-2.764832854270935, -5.027277946472168, 7.4076197147369385],
 [-3.520583927631378, 5.292850494384766, -2.8244669437408447],
 [0.7887508869171143, 1.4124010503292084, -3.6081526279449463],
 [-3.932670474052429, -2.236732006072998, 5.483413219451904],
 [-3.8502169847488403, -3.6929198503494263, 7.612618923187256],
 [6.431823253631592, -3.3719592094421387, -3.2217658162117004],
 [-2.5747610926628113, -0.1260967254638672, 2.395058751106262],
 [0.4469478130340576, 1.0751220881938934, -2.590970277786255],
 [-0.9448128938674927, 3.4935718774795532, -2.833221197128296],
 [-1.7256751656532288, -5.202619314193726, 6.334393501281738],
 [5.460399150848389, -2.743753433227539, -3.1708468198776245],
 [-1.3663225769996643, 4.109583258628845, -3.3863558769226074],
 [-1.286475419998169, -5.1152215003967285, 5.9532928466796875],
 [-2.3196713030338287, 6.139676570892334, -4.365548372268677],
 [-2.361827164888382, 5.607183456420898, -3.169146180152893],
 [-2.4231757819652557, 6.085733652114868, -3.7902302145957947],
 [-2.220929369330406, 5.8250391483306885, -3.9488649368286133],
 [-3.391706943511963, -4.411971569061279, 7.495218753814697],
 [2.094917446374893, -0.1958501935005188, -3.2216407656669617],
 [-1.9087126851081848, 6.377021074295044, -4.7115068435668945],
 [-2.265515387058258, 5.8380279541015625, -3.359784483909607],
 [5.77649712562561, -2.2981669902801514, -3.6587027311325073],
 [5.417699575424194, -2.4312036633491516, -3.08426296710968],
 [2.6446022391319275, -2.018383949995041, -0.6850247383117676],
 [5.23328161239624, -2.0390597581863403, -3.3881644010543823],
 [-1.6444505006074905, 5.4782493114471436, -4.812788963317871],
 [-2.8861502707004547, 5.155197858810425, -2.492308259010315],
 [3.8422627449035645, -2.1112156808376312, -2.168587848544121],
 [-3.304231286048889, -3.0250437259674072, 5.8881144523620605],
 [6.017380714416504, -3.107220411300659, -3.278617203235626],
 [-2.298614412546158, 6.1153037548065186, -4.409927129745483],
 [-1.7558515071868896, 5.175607919692993, -4.211928606033325],
 [0.7281300723552704, -0.8504277095198631, -1.7267839908599854],
 [-2.0317776203155518, -5.173053741455078, 7.325624704360962],
 [-3.037091612815857, 6.383146286010742, -3.7873144149780273],
 [6.141467571258545, -2.944338798522949, -3.125525414943695],
 [5.515123128890991, -2.9031132459640503, -3.087267518043518],
 [-2.4836233854293823, -1.4312648922204971, 3.1147452890872955],
 [4.768758058547974, -0.8336970955133438, -3.8408706188201904],
 [-1.384664535522461, 3.7731298208236694, -3.6809161901474],
 [-1.2195161581039429, -4.5948920249938965, 5.715459585189819],
 [5.1360554695129395, -2.4922483563423157, -3.4472482204437256],
 [-2.859522581100464, -3.326299786567688, 6.030472755432129],
 [3.9999725818634033, 0.5835069715976715, -4.988700032234192],
 [-2.463971734046936, -3.8234410285949707, 6.112781047821045],
 [3.7891645431518555, 1.0081757605075836, -5.243364572525024],
 [-0.5338028967380524, -5.497806787490845, 5.89905571937561],
 [-2.9990874528884888, -3.608878970146179, 6.532042980194092],
 [3.136403225362301, -0.197543203830719, -3.198879063129425]]


submission = []
original = []

for logits in ensemble_logit:
    submission.append(logits.index(max(logits)))
    
for logits in original_logit:
    original.append(logits.index(max(logits)))
    
changes = 0
ori_error = 0
ensem_error = 0

for entry in range(len(submission)):
    if submission[entry] == 0:
        submission[entry] = 1
    elif submission[entry] == 1:
        submission[entry] = 2
    elif submission[entry] == 2:
        submission[entry] = 0
       
for entry in range(len(original)):
    if original[entry] == 0:
        original[entry] = 1
    elif original[entry] == 1:
        original[entry] = 2
    elif original[entry] == 2:
        original[entry] = 0
    
for ori,ensem,gold in zip(original,submission,df_gold['submission']):
    print(ori,ensem,gold)
    if ori != ensem:
        changes += 1
    if ori != gold:
        ori_error += 1
    if ensem != gold:
        ensem_error += 1
print(changes)
print(ori_error)
print(ensem_error)

0 0 0
0 0 0
1 2 1
1 1 1
1 1 1
0 0 0
0 0 0
1 1 1
2 2 2
2 2 2
1 1 1
1 2 2
1 1 2
2 2 2
1 2 2
2 2 2
0 0 0
1 1 1
0 0 0
0 0 0
2 2 2
1 1 1
2 2 2
1 1 1
1 1 1
2 2 2
1 1 1
1 1 1
2 2 2
0 0 0
1 1 1
2 2 2
2 2 1
1 1 1
1 1 1
1 1 1
1 1 1
2 2 2
2 2 2
0 0 0
0 0 0
1 1 1
0 0 0
2 2 2
2 2 2
1 1 1
1 1 1
2 2 2
0 0 0
1 1 1
1 1 1
1 1 1
0 0 0
1 1 1
1 1 1
1 0 0
2 2 2
1 1 1
2 2 2
1 1 1
0 0 0
2 2 2
0 0 0
2 2 2
2 2 2
1 1 1
0 0 2
0 0 0
0 0 0
1 1 1
1 1 1
0 0 0
1 1 0
1 1 1
1 1 1
1 1 1
1 1 1
2 2 2
0 0 0
0 0 0
0 0 0
0 0 0
2 2 2
1 0 0
1 1 1
2 2 2
1 1 1
1 1 1
2 2 2
1 1 1
2 2 2
0 0 0
0 0 0
2 2 1
1 1 0
0 0 0
1 1 1
2 2 2
2 2 2
2 2 2
2 2 2
0 0 0
2 2 2
1 2 2
0 0 0
0 0 0
1 1 1
0 0 2
1 2 1
1 2 2
0 0 0
1 1 1
2 2 1
0 0 0
2 2 2
2 2 2
2 2 2
2 2 2
0 0 0
1 1 1
2 2 2
2 2 2
1 1 1
1 1 1
1 1 1
1 1 1
2 2 2
2 2 2
1 1 1
0 0 0
1 1 1
2 2 2
2 2 2
2 1 1
0 0 0
2 2 2
1 1 1
1 1 1
0 0 0
1 1 1
2 2 2
0 0 0
1 1 1
0 0 0
1 1 1
0 0 0
1 1 1
0 0 0
0 0 0
1 1 1
9
15
10


10/150

0.06666666666666667


import pandas as pd
logit1_df = pd.read_csv('./Zero_Shot_Fact_Verification/Fact_Verification/tuned_model_lr1e5_bs16_s75(5)/roberta_zero_shot/best_model/logit_results.csv')
logit2_df = pd.read_csv('./Zero_Shot_Fact_Verification/Fact_Verification/scifact_model3(91.33)/roberta_zero_shot/best_model/logit_results.csv')
logit3_df = pd.read_csv('./Zero_Shot_Fact_Verification/Fact_Verification/scifact_model5/roberta_zero_shot/best_model/logit_results.csv')

print(len(logit1_df))
print(len(logit2_df))
print(len(logit3_df))

150
150
150


import numpy as np
import ast

ensemble_logit = []
original_logit = []

for logit_tuple1,logit_tuple2,logit_tuple3 in zip(logit1_df['logit'],logit2_df['logit'],logit3_df['logit']):
    logit_tuple1 = ast.literal_eval(logit_tuple1)
    logit_tuple2 = ast.literal_eval(logit_tuple2)
    logit_tuple3 = ast.literal_eval(logit_tuple3)
    ensemble_logit.append([float(logit_tuple1[0])+float(logit_tuple2[0])+float(logit_tuple3[0]),float(logit_tuple1[1])+float(logit_tuple2[1])+float(logit_tuple3[1]),float(logit_tuple1[2])+float(logit_tuple2[2])+float(logit_tuple3[2])])
    original_logit.append([float(logit_tuple1[0]),float(logit_tuple1[1]),float(logit_tuple1[2])])
print(len(ensemble_logit))
ensemble_logit

150

[[-5.003809571266174, -6.264508962631226, 11.532247424125671],
 [-6.364320755004883, -6.929993748664856, 14.146795272827148],
 [6.984847366809845, -0.845904529094696, -6.779565095901489],
 [3.8725457191467285, -8.247375726699829, 5.05299973487854],
 [12.8023362159729, -4.9686519503593445, -7.5445146560668945],
 [-6.460840702056885, -7.031139373779297, 13.810284852981567],
 [-6.8750927448272705, -7.3427159786224365, 14.342041969299316],
 [8.225868344306946, -0.9516203701496124, -7.287353754043579],
 [-4.907276749610901, 12.480512619018555, -7.882670044898987],
 [-5.613007448613644, 10.691479206085205, -6.4448477029800415],
 [12.928404092788696, -6.850203275680542, -5.681699991226196],
 [-3.945194959640503, 6.284785509109497, -3.803478389978409],
 [-0.7559936046600342, 4.8632249012589455, -3.9504120349884033],
 [-6.200858414173126, 12.371409893035889, -6.482622265815735],
 [-1.348365306854248, 8.722163677215576, -7.901092171669006],
 [-4.731242146342993, 11.46578073501587, -6.968310356140137],
 [-7.088809609413147, -6.6478763818740845, 13.561937808990479],
 [8.245289981365204, -0.22090363502502441, -8.164900779724121],
 [-6.004382967948914, -7.567840337753296, 14.571074962615967],
 [-4.366459667682648, -6.772768974304199, 11.627668619155884],
 [-5.743399024009705, 11.942603826522827, -6.596081614494324],
 [13.186875104904175, -6.539231300354004, -5.811748921871185],
 [-5.176883742213249, 1.0848616361618042, 3.451050993055105],
 [12.163661003112793, -4.956496596336365, -6.601396560668945],
 [8.995928287506104, -2.212457053363323, -6.785858511924744],
 [-4.667346119880676, 12.261905670166016, -7.87347137928009],
 [12.251173973083496, -4.28196394443512, -7.759109735488892],
 [12.7275390625, -5.700194239616394, -6.565360069274902],
 [-4.490885842591524, 9.350742936134338, -5.276171624660492],
 [-6.190993785858154, -7.585201978683472, 14.254169702529907],
 [9.342973470687866, -3.0861852169036865, -6.029399812221527],
 [-6.3070681393146515, 11.264628171920776, -5.8463804721832275],
 [-3.6311780214309692, 8.731421709060669, -5.695360541343689],
 [9.734638005495071, -3.02348355948925, -6.238596111536026],
 [11.361716747283936, -4.788186192512512, -6.073177635669708],
 [1.1994917392730713, -3.1797030717134476, 2.005688786506653],
 [2.462075710296631, -7.285414397716522, 5.1710991859436035],
 [-4.683302015066147, 12.389286518096924, -7.988946437835693],
 [-4.693130731582642, 12.096581935882568, -7.7791149616241455],
 [-3.517521470785141, -8.714930295944214, 12.672372102737427],
 [-5.549270570278168, -6.587206602096558, 12.246730327606201],
 [12.894848585128784, -4.862614214420319, -7.748394846916199],
 [-5.894909739494324, -6.602431058883667, 13.158542156219482],
 [-4.483408600091934, 2.7273852825164795, 1.1842984557151794],
 [-3.2775315940380096, 6.38002336025238, -4.210895121097565],
 [12.722702026367188, -6.2580894231796265, -5.781697034835815],
 [12.919595718383789, -5.829625189304352, -6.410971999168396],
 [-5.049510300159454, 1.633520483970642, 2.512195110321045],
 [-6.060791373252869, -6.233873963356018, 12.43749725818634],
 [12.81221318244934, -6.816446781158447, -5.414624810218811],
 [10.402996063232422, -7.237636089324951, -2.361773669719696],
 [11.191537380218506, -3.94757741689682, -7.852499604225159],
 [-5.342395901679993, -8.20076036453247, 14.102229595184326],
 [11.074782133102417, -5.129104018211365, -5.986948266625404],
 [10.907782077789307, -2.5478178411722183, -8.77720558643341],
 [-3.2485069036483765, -5.633760094642639, 7.932728886604309],
 [-5.486854195594788, 12.765098810195923, -7.6412553787231445],
 [10.767328262329102, -1.6382283866405487, -9.011372804641724],
 [-4.6407310962677, 11.214283227920532, -7.203565835952759],
 [12.582988023757935, -4.774029016494751, -7.18615460395813],
 [-6.690441608428955, -7.226752758026123, 13.578974962234497],
 [-5.91786552965641, 11.60419750213623, -6.201740026473999],
 [-5.678000092506409, -7.706228733062744, 13.917719841003418],
 [-6.476786769926548, 8.772010803222656, -1.7886809706687927],
 [-5.036071360111237, 12.00112247467041, -7.7291259765625],
 [13.081687211990356, -5.417060017585754, -6.857587575912476],
 [-7.545647859573364, -2.3077695965766907, 9.44510805606842],
 [-6.168043494224548, -8.076125860214233, 14.789175987243652],
 [-5.081239342689514, -7.534518480300903, 13.085948944091797],
 [8.033936858177185, -6.887092411518097, -1.5200364589691162],
 [7.486440420150757, 0.17312371730804443, -7.8674845695495605],
 [-3.3250559493899345, -8.210649013519287, 11.86717438697815],
 [0.9005323052406311, -7.323390960693359, 6.1780548095703125],
 [2.09735906124115, -4.323212549090385, 2.386303186416626],
 [6.467382878065109, 2.0816928148269653, -8.94019365310669],
 [12.345895767211914, -7.252260446548462, -4.361139476299286],
 [1.197450876235962, -7.682958602905273, 7.305787920951843],
 [-3.7387105226516724, 9.917083382606506, -6.478986442089081],
 [-6.577106952667236, -7.823304653167725, 14.666120767593384],
 [-7.036418914794922, -5.200846910476685, 12.50553560256958],
 [-5.103915214538574, -7.030970454216003, 13.004320859909058],
 [-5.812877774238586, -7.68417501449585, 14.174151420593262],
 [-4.603449463844299, 11.35446035861969, -7.838598608970642],
 [-4.239347517490387, -5.085314333438873, 10.240957483649254],
 [13.16294527053833, -7.024455547332764, -5.499700367450714],
 [-6.788815587759018, 10.1886727809906, -3.9675975143909454],
 [9.31199312210083, -7.263174831867218, -2.0605738162994385],
 [12.27792239189148, -3.7265084385871887, -8.755486488342285],
 [-3.902790069580078, 10.929625391960144, -8.478423833847046],
 [12.838855504989624, -5.553979992866516, -6.943649411201477],
 [-4.960007309913635, 12.456663608551025, -7.8985573053359985],
 [-6.331508040428162, -6.653994798660278, 13.91676115989685],
 [-3.6483832001686096, -8.810646057128906, 13.100410223007202],
 [-1.6648977994918823, 1.5251047611236572, 0.694067120552063],
 [-0.2633390426635742, -7.915879964828491, 8.705005884170532],
 [-6.267670154571533, -6.718690991401672, 13.596516370773315],
 [8.416474103927612, -0.16476285457611084, -8.452856540679932],
 [-4.874680936336517, 12.802141427993774, -8.14558732509613],
 [-3.4930962324142456, 11.549387216567993, -7.942666172981262],
 [-3.772654250264168, 10.44813585281372, -7.1724748611450195],
 [-5.895660042762756, 12.122946739196777, -6.4252612590789795],
 [-5.428824305534363, -8.241260051727295, 14.358208894729614],
 [-6.766713440418243, 11.380783557891846, -5.717027425765991],
 [-2.4522526264190674, 7.1971538960933685, -6.232379913330078],
 [-6.63309633731842, -5.499580144882202, 12.432539939880371],
 [-6.841050982475281, -6.680528044700623, 14.579646587371826],
 [13.067153453826904, -6.345036029815674, -6.189458668231964],
 [-5.9310309290885925, 4.724976062774658, 1.2552882432937622],
 [-2.6115639209747314, 0.13726672530174255, 1.4634454250335693],
 [-4.050536751747131, 9.605270504951477, -5.934237241744995],
 [-4.624662458896637, -8.359904527664185, 13.307102680206299],
 [10.744561672210693, -6.94040584564209, -3.5010045170783997],
 [0.12685543298721313, 7.004245400428772, -8.159286975860596],
 [-3.806422472000122, -8.551024198532104, 12.847009658813477],
 [-5.219695717096329, 12.371729373931885, -7.842566967010498],
 [-5.582694321870804, 11.738602638244629, -6.184163689613342],
 [-5.437733381986618, 12.446141481399536, -7.198893487453461],
 [-4.829245314002037, 11.856987714767456, -7.371579647064209],
 [-6.31274676322937, -7.524014472961426, 14.311170101165771],
 [8.144605785608292, -2.0212705731391907, -7.150451362133026],
 [-4.615855515003204, 12.38327145576477, -8.221918106079102],
 [-6.700764238834381, 8.133792638778687, -1.1627322435379028],
 [12.314116716384888, -4.792749643325806, -6.970088362693787],
 [11.970150232315063, -5.383740723133087, -5.811630845069885],
 [0.243341863155365, -5.151526898145676, 5.632155418395996],
 [7.798760414123535, -5.814214587211609, -2.09769070148468],
 [-4.654869392514229, 11.492981195449829, -8.014419794082642],
 [-5.9133011400699615, 11.450321435928345, -5.843025803565979],
 [10.29353380203247, -4.719465583562851, -5.4118146151304245],
 [-6.148563981056213, -6.068821907043457, 12.62591028213501],
 [12.41255807876587, -6.278263807296753, -5.759811222553253],
 [-5.079223304986954, 12.113820791244507, -7.715344429016113],
 [-4.557095289230347, 11.484529733657837, -7.932092666625977],
 [3.7261650264263153, -5.0302859172225, 0.16387951374053955],
 [-4.868378639221191, -8.241873502731323, 14.167659997940063],
 [-5.751491904258728, 12.623330116271973, -7.369249105453491],
 [12.526270389556885, -5.750654935836792, -6.014227330684662],
 [11.80424952507019, -5.569475531578064, -5.974642872810364],
 [-5.367191195487976, -4.423267379403114, 10.041659981012344],
 [10.595373392105103, -2.9709286838769913, -7.096622467041016],
 [-4.693496465682983, 9.478833556175232, -6.290125727653503],
 [-3.87775194644928, -7.766651630401611, 12.525257349014282],
 [3.958775281906128, 1.74374121427536, -7.187860488891602],
 [-5.811578035354614, -6.3102511167526245, 12.915654182434082],
 [10.442217111587524, -1.9937902390956879, -8.338272213935852],
 [-5.301992058753967, -6.869894504547119, 12.995090007781982],
 [10.128902435302734, -1.0709348618984222, -8.971605062484741],
 [-3.2003401815891266, -8.82075023651123, 12.822851419448853],
 [-5.9151023626327515, -6.658795714378357, 13.465319156646729],
 [8.131356857717037, -3.2167420983314514, -4.446571528911591]]


submission = []
original = []

for logits in ensemble_logit:
    submission.append(logits.index(max(logits)))
    
for logits in original_logit:
    original.append(logits.index(max(logits)))
    
changes = 0
ori_error = 0
ensem_error = 0

for entry in range(len(submission)):
    if submission[entry] == 0:
        submission[entry] = 1
    elif submission[entry] == 1:
        submission[entry] = 2
    elif submission[entry] == 2:
        submission[entry] = 0
       
for entry in range(len(original)):
    if original[entry] == 0:
        original[entry] = 1
    elif original[entry] == 1:
        original[entry] = 2
    elif original[entry] == 2:
        original[entry] = 0
    
for ori,ensem,gold in zip(original,submission,df_gold['submission']):
    print(ori,ensem,gold)
    if ori != ensem:
        changes += 1
    if ori != gold:
        ori_error += 1
    if ensem != gold:
        ensem_error += 1
print(changes)
print(ori_error)
print(ensem_error)

0 0 0
0 0 0
1 1 1
1 0 1
1 1 1
0 0 0
0 0 0
1 1 1
2 2 2
2 2 2
1 1 1
1 2 2
1 2 2
2 2 2
1 2 2
2 2 2
0 0 0
1 1 1
0 0 0
0 0 0
2 2 2
1 1 1
2 0 2
1 1 1
1 1 1
2 2 2
1 1 1
1 1 1
2 2 2
0 0 0
1 1 1
2 2 2
2 2 1
1 1 1
1 1 1
1 0 1
1 0 1
2 2 2
2 2 2
0 0 0
0 0 0
1 1 1
0 0 0
2 2 2
2 2 2
1 1 1
1 1 1
2 0 2
0 0 0
1 1 1
1 1 1
1 1 1
0 0 0
1 1 1
1 1 1
1 0 0
2 2 2
1 1 1
2 2 2
1 1 1
0 0 0
2 2 2
0 0 0
2 2 2
2 2 2
1 1 1
0 0 2
0 0 0
0 0 0
1 1 1
1 1 1
0 0 0
1 0 0
1 0 1
1 1 1
1 1 1
1 0 1
2 2 2
0 0 0
0 0 0
0 0 0
0 0 0
2 2 2
1 0 0
1 1 1
2 2 2
1 1 1
1 1 1
2 2 2
1 1 1
2 2 2
0 0 0
0 0 0
2 2 1
1 0 0
0 0 0
1 1 1
2 2 2
2 2 2
2 2 2
2 2 2
0 0 0
2 2 2
1 2 2
0 0 0
0 0 0
1 1 1
0 2 2
1 0 1
1 2 2
0 0 0
1 1 1
2 2 1
0 0 0
2 2 2
2 2 2
2 2 2
2 2 2
0 0 0
1 1 1
2 2 2
2 2 2
1 1 1
1 1 1
1 0 1
1 1 1
2 2 2
2 2 2
1 1 1
0 0 0
1 1 1
2 2 2
2 2 2
2 1 1
0 0 0
2 2 2
1 1 1
1 1 1
0 0 0
1 1 1
2 2 2
0 0 0
1 1 1
0 0 0
1 1 1
0 0 0
1 1 1
0 0 0
0 0 0
1 1 1
20
15
13


import pandas as pd
logit1_df = pd.read_csv('./Zero_Shot_Fact_Verification/Fact_Verification/tuned_model_lr1e5_bs16_s75(5)/roberta_zero_shot/best_model/logit_results.csv')
logit2_df = pd.read_csv('./Zero_Shot_Fact_Verification/Fact_Verification/scifact_model3(91.33)/roberta_zero_shot/best_model/logit_results.csv')
logit3_df = pd.read_csv('./Zero_Shot_Fact_Verification/Fact_Verification/scifact_selected_ep3_1e5_16/roberta_zero_shot/best_model/logit_results.csv')

print(len(logit1_df))
print(len(logit2_df))
print(len(logit3_df))

150
150
150


import numpy as np
import ast

ensemble_logit = []
original_logit = []

model1_weight, model2_weight, model3_weight = 1.8,1.2,1

for logit_tuple1,logit_tuple2,logit_tuple3 in zip(logit1_df['logit'],logit2_df['logit'],logit3_df['logit']):
    logit_tuple1 = ast.literal_eval(logit_tuple1)
    logit_tuple2 = ast.literal_eval(logit_tuple2)
    logit_tuple3 = ast.literal_eval(logit_tuple3)
    ensemble_logit.append([model1_weight*float(logit_tuple1[0])+model2_weight*float(logit_tuple2[0])+model3_weight*float(logit_tuple3[0]),model1_weight*float(logit_tuple1[1])+model2_weight*float(logit_tuple2[1])+model3_weight*float(logit_tuple3[1]),model1_weight*float(logit_tuple1[2])+model2_weight*float(logit_tuple2[2])+model3_weight*float(logit_tuple3[2])])
    original_logit.append([float(logit_tuple1[0]),float(logit_tuple1[1]),float(logit_tuple1[2])])
print(len(ensemble_logit))
ensemble_logit

150

[[-4.582047009468079, -7.972595930099487, 12.460860419273377],
 [-7.137682938575745, -9.142182612419129, 17.087464618682862],
 [8.446320748329162, 0.7103389024734499, -10.618464040756226],
 [13.664280319213866, -8.054010915756226, -5.132319402694702],
 [16.17102518081665, -5.679396712779999, -10.163105726242065],
 [-7.292602753639221, -9.289368629455566, 16.27333269119263],
 [-7.78330020904541, -9.81679983139038, 17.332184410095216],
 [13.68578805923462, -3.599209266901016, -9.196743154525757],
 [-5.154910063743591, 15.341861248016357, -10.742187976837158],
 [-5.61606637686491, 12.889021396636963, -9.391921043395996],
 [16.357342958450317, -8.16448655128479, -7.916738843917846],
 [-2.346298027038574, 8.130341577529908, -7.922401654720307],
 [1.365187168121338, 5.038610503077507, -6.1157694339752195],
 [-6.4876108288764955, 15.39724349975586, -9.519703340530395],
 [1.5364294528961184, 8.692026901245118, -10.945174264907838],
 [-4.469463240355253, 13.985184860229491, -9.957765054702758],
 [-8.166267991065979, -8.778348922729492, 16.327440071105958],
 [9.916545224189758, 0.9089625358581541, -11.520691633224487],
 [-6.721525239944458, -10.054297685623169, 17.77056441307068],
 [-3.428635287284851, -9.149821090698243, 12.794573831558228],
 [-6.077792286872864, 14.499457550048827, -9.142119264602663],
 [16.6426043510437, -7.785228490829468, -8.113375210762024],
 [-4.07302392423153, 8.177355217933655, -5.7039456650614735],
 [15.3248779296875, -5.679001188278198, -8.94760766029358],
 [12.855955934524536, -1.980182944238186, -10.930361461639404],
 [-4.812576961517334, 15.171575164794922, -10.878288221359254],
 [15.511274147033692, -5.286683487892151, -9.961778545379639],
 [16.31278076171875, -6.714507603645324, -9.203864288330077],
 [-4.168978170305491, 11.036132955551148, -7.604814076423645],
 [-7.107718777656555, -10.062559556961059, 17.319069147109985],
 [13.728634357452393, -4.560686826705933, -8.847389006614685],
 [-6.261326414346695, 13.734169197082519, -8.903823089599609],
 [6.785163974761963, 3.542069149017334, -10.802204608917236],
 [13.380006349086761, -3.998563176393509, -8.797541224956513],
 [15.436363554000854, -6.248793983459473, -8.640165448188782],
 [8.085685181617738, -3.5529843121767044, -4.599537968635559],
 [14.076580810546876, -7.638574063777924, -6.470030593872071],
 [-4.359880322217942, 15.339935493469238, -11.35139102935791],
 [-4.8583472728729244, 14.849334049224854, -10.71351089477539],
 [-2.6723700165748596, -11.801149272918702, 14.746588563919067],
 [-5.845241439342499, -8.48560061454773, 14.025492668151855],
 [16.304411554336546, -5.8350483775138855, -10.190296745300294],
 [-6.005764055252075, -8.973182678222656, 15.548081874847412],
 [-4.643519479036331, 10.921725654602051, -8.057323575019836],
 [-3.07986027598381, 9.430354642868043, -7.852037835121155],
 [16.211452865600585, -7.236844944953918, -8.49699559211731],
 [16.39863510131836, -6.497374594211578, -9.172424459457398],
 [-4.629119408130646, 10.531360268592834, -7.890500640869141],
 [-6.333452439308166, -7.895934247970581, 13.861557841300964],
 [16.429798460006715, -7.675731420516968, -8.23449125289917],
 [14.779345083236695, -7.87904634475708, -6.24194061756134],
 [13.778799200057984, -4.516615951061249, -10.296906566619873],
 [-5.428513908386231, -11.116001892089844, 17.08725848197937],
 [13.892452049255372, -6.274016451835632, -7.87848932147026],
 [13.449982500076294, -2.783360078930855, -11.18758864402771],
 [-1.7933888673782348, -6.9879226922988895, 7.030918383598327],
 [-5.693462347984314, 15.758935737609864, -10.626630401611328],
 [12.985925960540772, -0.8441418051719665, -12.364988231658936],
 [-3.822938060760498, 13.297448778152466, -10.282972574234009],
 [15.9099440574646, -5.722598648071289, -9.43341941833496],
 [-7.624825668334961, -9.378741836547851, 15.765801906585693],
 [-5.7637201100587845, 14.144848251342772, -9.085801124572754],
 [-5.953021574020386, -10.452546548843383, 16.72427577972412],
 [-5.020545716583729, 14.601163196563721, -9.520105481147766],
 [-5.015555822849274, 14.877053260803223, -10.953877687454224],
 [16.507905387878417, -6.601242518424987, -8.943273448944092],
 [-10.407745409011842, 1.209370231628418, 7.235504245758056],
 [-6.962489271163941, -10.96081600189209, 18.21458969116211],
 [-5.130568313598633, -9.9899001121521, 15.357289123535157],
 [12.270584440231323, -5.436613237857818, -7.447142767906189],
 [10.854680681228638, -0.2582131624221802, -10.955405235290527],
 [-2.621613636612892, -11.090974426269531, 13.786891746520997],
 [5.008484482765199, -9.754047870635986, 4.011000251770019],
 [13.75773491859436, -3.3342362493276596, -10.931353902816774],
 [11.257942926883697, -0.5232065916061401, -10.653263282775878],
 [16.06346035003662, -8.13051528930664, -7.2468678712844845],
 [13.066969680786134, -8.895093631744384, -3.579715418815613],
 [-2.8418472528457643, 11.465923237800599, -9.233033156394958],
 [-7.542558741569519, -10.59323091506958, 18.01470990180969],
 [-8.714056015014648, -6.5251223087310795, 15.083827018737793],
 [-4.987561964988709, -9.572210550308228, 15.329117345809937],
 [-6.227291798591613, -10.208898258209228, 16.889120006561278],
 [-3.8816960573196413, 13.491107392311097, -11.350416421890259],
 [-2.283344042301178, -7.005856096744537, 10.319106885790823],
 [16.95294580459595, -8.042091751098633, -8.252500081062315],
 [-5.762524670362472, 14.763876008987427, -10.079857015609742],
 [15.86461009979248, -6.813073885440827, -9.369684600830078],
 [15.341060590744018, -4.208805429935455, -11.625454425811768],
 [-2.788464593887329, 12.682214665412904, -11.904988479614259],
 [16.166689109802245, -6.501345992088318, -9.273410558700562],
 [-5.111800026893616, 15.150031948089598, -10.869219636917116],
 [-7.027795147895812, -8.81534833908081, 16.77546911239624],
 [-3.0870614290237426, -12.000050830841065, 15.513594722747802],
 [6.460464596748352, 3.875300168991089, -10.258115005493163],
 [2.2415629863739017, -10.210434246063233, 8.456203842163086],
 [-6.7507933378219604, -8.810087060928344, 16.00382809638977],
 [9.808989715576171, 1.4359333515167236, -11.84217529296875],
 [-5.082034528255463, 15.79596290588379, -11.031887483596801],
 [-2.8258190035820006, 13.938824129104614, -10.905417728424073],
 [-3.289444151520729, 12.661577320098877, -10.166986989974976],
 [-6.15758707523346, 15.163809108734132, -9.461900615692139],
 [-5.998095679283142, -11.12504267692566, 17.512904262542726],
 [-7.243747341632843, 13.707820081710816, -8.250330924987793],
 [-0.19851136207580566, 7.465039318799972, -9.366396141052245],
 [-7.206729674339295, -7.497636198997498, 14.738276147842408],
 [-7.7840998649597175, -8.992151975631714, 17.883465671539305],
 [16.48108916282654, -7.504208374023437, -8.54219467639923],
 [-5.75850533246994, 5.0219216585159305, 0.33990750312805185],
 [8.180409860610963, -0.8195209324359896, -8.526336145401],
 [-2.3350149393081665, 10.673041367530821, -8.846334981918336],
 [-4.367733061313629, -11.559550523757935, 15.844747638702392],
 [15.120919275283814, -6.563011980056762, -8.53177456855774],
 [4.88611730337143, 3.789170718193054, -9.160700845718384],
 [-3.4303699016571043, -11.398160171508788, 15.128081321716309],
 [-5.325534945726394, 15.2236478805542, -10.941487360000611],
 [-5.18541494011879, 14.477731418609618, -9.4317036151886],
 [-5.3336477220058445, 15.259439706802368, -10.417700505256652],
 [-4.901974317431449, 14.677045488357544, -10.564212465286255],
 [-7.0537354946136475, -9.965645694732666, 17.192817211151123],
 [10.418764007091522, -2.4684685587882997, -9.459942746162415],
 [-4.63792906999588, 15.42541069984436, -11.51251277923584],
 [-5.405856263637542, 15.005510997772216, -9.393874216079713],
 [15.544122409820558, -5.809982657432556, -9.232090044021607],
 [15.10723810195923, -6.2561817288398744, -8.194359540939331],
 [8.470408368110657, -5.826964277029037, -1.920107412338257],
 [14.54810552597046, -5.086963629722595, -9.299104738235474],
 [-4.2122128158807755, 13.973200607299805, -11.597094821929932],
 [-6.1715958416461945, 13.781329154968262, -8.141420888900758],
 [12.717186450958252, -5.2223490417003635, -7.51716747879982],
 [-6.729745793342591, -7.750157976150513, 14.607858848571777],
 [15.919234323501588, -7.176009035110473, -8.556030869483948],
 [-5.265915995836258, 15.058288002014159, -10.91464581489563],
 [-4.092467308044434, 13.593755292892457, -10.889304304122925],
 [7.2535647571086885, -3.5395066782832147, -6.086479735374451],
 [-4.962720155715942, -11.269742727279663, 17.3130793094635],
 [-6.374729609489441, 15.58685932159424, -10.046425819396973],
 [15.942867851257324, -6.3759032726287845, -8.729550623893738],
 [15.102925252914428, -6.625029969215393, -8.377816438674927],
 [-5.214679503440857, -4.993116882443428, 9.940986520051956],
 [13.912790966033935, -3.0698096424341204, -10.139915704727173],
 [-2.977639770507812, 11.282194685935973, -10.53757724761963],
 [-3.639990520477295, -10.600590085983276, 15.077409839630127],
 [14.622809886932373, -6.067164146900177, -9.040161228179931],
 [-6.043873000144958, -8.225259113311768, 14.972612190246583],
 [12.889458227157593, -1.6973871111869812, -11.383872461318969],
 [-5.353641629219055, -8.893624639511108, 14.905091190338135],
 [12.112136459350586, -0.10813679695129386, -12.2176420211792],
 [-2.2238158106803896, -11.923301792144777, 14.822684907913208],
 [-6.259283590316772, -8.832341861724853, 15.849259281158448],
 [12.258331373333931, -3.095296061038971, -8.889991879463196]]


submission = []
original = []

for logits in ensemble_logit:
    submission.append(logits.index(max(logits)))
    
for logits in original_logit:
    original.append(logits.index(max(logits)))
    
changes = 0
ori_error = 0
ensem_error = 0

for entry in range(len(submission)):
    if submission[entry] == 0:
        submission[entry] = 1
    elif submission[entry] == 1:
        submission[entry] = 2
    elif submission[entry] == 2:
        submission[entry] = 0
       
for entry in range(len(original)):
    if original[entry] == 0:
        original[entry] = 1
    elif original[entry] == 1:
        original[entry] = 2
    elif original[entry] == 2:
        original[entry] = 0
    
for ori,ensem,gold in zip(original,submission,df_gold['submission']):
    print(ori,ensem,gold)
    if ori != ensem:
        changes += 1
    if ori != gold:
        ori_error += 1
    if ensem != gold:
        ensem_error += 1
print(changes)
print(ori_error)
print(ensem_error)

0 0 0
0 0 0
1 1 1
1 1 1
1 1 1
0 0 0
0 0 0
1 1 1
2 2 2
2 2 2
1 1 1
1 2 2
1 2 2
2 2 2
1 2 2
2 2 2
0 0 0
1 1 1
0 0 0
0 0 0
2 2 2
1 1 1
2 2 2
1 1 1
1 1 1
2 2 2
1 1 1
1 1 1
2 2 2
0 0 0
1 1 1
2 2 2
2 1 1
1 1 1
1 1 1
1 1 1
1 1 1
2 2 2
2 2 2
0 0 0
0 0 0
1 1 1
0 0 0
2 2 2
2 2 2
1 1 1
1 1 1
2 2 2
0 0 0
1 1 1
1 1 1
1 1 1
0 0 0
1 1 1
1 1 1
1 0 0
2 2 2
1 1 1
2 2 2
1 1 1
0 0 0
2 2 2
0 0 0
2 2 2
2 2 2
1 1 1
0 0 2
0 0 0
0 0 0
1 1 1
1 1 1
0 0 0
1 1 0
1 1 1
1 1 1
1 1 1
1 1 1
2 2 2
0 0 0
0 0 0
0 0 0
0 0 0
2 2 2
1 0 0
1 1 1
2 2 2
1 1 1
1 1 1
2 2 2
1 1 1
2 2 2
0 0 0
0 0 0
2 1 1
1 0 0
0 0 0
1 1 1
2 2 2
2 2 2
2 2 2
2 2 2
0 0 0
2 2 2
1 2 2
0 0 0
0 0 0
1 1 1
0 2 2
1 1 1
1 2 2
0 0 0
1 1 1
2 1 1
0 0 0
2 2 2
2 2 2
2 2 2
2 2 2
0 0 0
1 1 1
2 2 2
2 2 2
1 1 1
1 1 1
1 1 1
1 1 1
2 2 2
2 2 2
1 1 1
0 0 0
1 1 1
2 2 2
2 2 2
2 1 1
0 0 0
2 2 2
1 1 1
1 1 1
0 0 0
1 1 1
2 2 2
0 0 0
1 1 1
0 0 0
1 1 1
0 0 0
1 1 1
0 0 0
0 0 0
1 1 1
13
15
2


np.savetxt(r'submission.txt', submission, fmt='%s')


import numpy as np
import ast

ensemble_logit = []
original_logit = []

model1_weight, model2_weight, model3_weight = 1.9,2.1,1

for logit_tuple1,logit_tuple2,logit_tuple3 in zip(logit1_df['logit'],logit2_df['logit'],logit3_df['logit']):
    logit_tuple1 = ast.literal_eval(logit_tuple1)
    logit_tuple2 = ast.literal_eval(logit_tuple2)
    logit_tuple3 = ast.literal_eval(logit_tuple3)
    ensemble_logit.append([max(model1_weight*float(logit_tuple1[0]),model2_weight*float(logit_tuple2[0]),model3_weight*float(logit_tuple3[0])),max(model1_weight*float(logit_tuple1[1]),model2_weight*float(logit_tuple2[1]),model3_weight*float(logit_tuple3[1])),max(model1_weight*float(logit_tuple1[2]),model2_weight*float(logit_tuple2[2]),model3_weight*float(logit_tuple3[2]))])
    original_logit.append([float(logit_tuple1[0]),float(logit_tuple1[1]),float(logit_tuple1[2])])
print(len(ensemble_logit))
ensemble_logit

150

[[-0.5976049900054932, -2.343686580657959, 7.568054723739625],
 [-2.0952203273773193, -3.216470718383789, 7.667323350906372],
 [6.3130388259887695, 2.078376293182373, -2.7088642358779906],
 [6.47816801071167, -2.2090773582458496, 2.38110523223877],
 [6.856017112731934, -1.4699939489364624, -3.3110764503479007],
 [-2.2318062782287598, -3.11417818069458, 7.871430659294129],
 [-1.9821195602416992, -3.4617836475372314, 8.099311208724975],
 [6.2149271965026855, -0.9461560845375061, -1.5670146703720094],
 [-0.8392608165740967, 6.800824213027955, -3.3543243527412416],
 [-0.1832740753889084, 5.993598461151123, -1.8917458176612856],
 [6.929280757904053, -2.69681978225708, -1.6054763317108156],
 [3.168907642364502, 5.516611576080322, -0.7262918025255204],
 [5.804333686828613, 5.99234676361084, 2.4988669395446776],
 [-1.3317848443984985, 7.2202370166778564, -2.2540221333503725],
 [6.424334526062012, 6.300032043457032, -2.900559961795807],
 [-0.06207268685102463, 6.270679235458374, -2.624196410179138],
 [-2.067952871322632, -3.3441033363342285, 7.587199687957764],
 [6.206840515136719, 2.3850104808807373, -3.351537322998047],
 [-2.128047466278076, -3.2298789024353027, 8.222962403297425],
 [-1.1933449506759644, -3.47304060459137, 5.422243118286133],
 [-1.3621656894683838, 6.433299279212952, -1.7911523938179017],
 [7.126343727111816, -2.3606042861938477, -1.5251472651958466],
 [-0.427433580160141, 5.624481678009033, -0.04026436395943165],
 [6.6029767990112305, -1.1582255363464355, -2.2879318714141847],
 [6.372983932495117, 0.3424639463424683, -3.5308351516723633],
 [-1.1114964485168457, 6.194720268249512, -3.563382375240326],
 [6.967099189758301, -1.6769044399261475, -3.001155638694763],
 [7.073308944702148, -1.9337551593780518, -2.379573655128479],
 [-0.055306173861026764, 6.074918746948242, 0.5548521101474763],
 [-1.8978163003921509, -3.6195547580718994, 8.17644181251526],
 [6.4665021896362305, -1.3967256546020508, -1.372428148984909],
 [-0.8764715790748596, 6.069052696228027, -1.3448388576507568],
 [6.307445526123047, 4.778634738922119, -2.5707013607025146],
 [7.3067731857299805, -0.2401132330298424, -0.6522594004869461],
 [7.272140979766846, -2.158342123031616, -0.9286225140094757],
 [4.9026713371276855, -0.2714121639728546, -0.553511917591095],
 [6.587714195251465, -1.9410675764083862, 1.3944090843200685],
 [0.2638929486274719, 6.941088438034058, -3.0614594221115112],
 [-0.4370846748352051, 6.810026693344117, -3.0721949815750125],
 [-0.6195033520460129, -3.9501023292541504, 6.3122826576232915],
 [-1.8671034574508667, -2.976327419281006, 7.129873466491699],
 [7.119320392608643, -1.7074321508407593, -3.0968887209892273],
 [-2.0285069942474365, -3.0601134300231934, 6.96746621131897],
 [-0.44501906633377075, 5.962200164794922, -1.0103293240070343],
 [0.4030964970588684, 4.845747470855713, -0.9021090567111969],
 [6.842197418212891, -2.1985228061676025, -1.808042049407959],
 [6.883579254150391, -1.7024904489517212, -2.42214013338089],
 [-0.2743607759475708, 6.070093154907227, -0.9794363021850586],
 [-1.5132501125335693, -2.2992115020751953, 7.58857605457306],
 [6.9155707359313965, -2.297502040863037, -1.604050648212433],
 [6.638737201690674, -2.4407882690429688, 1.1423353493213655],
 [6.460053443908691, -0.8969515562057495, -3.2527656197547916],
 [-1.6780427694320679, -3.4754860401153564, 7.553162026405335],
 [6.554023742675781, -1.7576801776885986, -0.0802513673901558],
 [6.485760688781738, -0.19016745686531067, -3.631587874889374],
 [2.0933644771575928, -1.9955694675445557, 6.073065280914307],
 [-0.9850914478302002, 7.270414566993714, -3.254407596588135],
 [6.372748374938965, 1.5965678691864014, -3.9844291448593143],
 [1.7791509628295898, 6.3445113658905035, -1.421920895576477],
 [6.862649917602539, -1.4332008361816406, -2.4547956705093386],
 [-2.290623188018799, -3.115398406982422, 7.658227515220642],
 [-0.28771498799324036, 6.311580705642701, -1.634657406806946],
 [-1.6028680801391602, -3.5188727378845215, 7.471205377578736],
 [0.0659743994474411, 6.650576448440552, -2.076384848356247],
 [-0.4688202142715454, 6.72451572418213, -3.618779253959656],
 [7.158150672912598, -2.059016466140747, -2.230189061164856],
 [-2.8563008308410645, 1.9794644057750703, 3.0116966843605044],
 [-1.9702293872833252, -3.5061826705932617, 8.568009853363037],
 [-1.8313912153244019, -3.2727038860321045, 6.5066142082214355],
 [6.679632186889648, 0.39300382137298584, 0.8730992138385774],
 [6.220195293426514, 1.6765577793121338, -3.2666311740875247],
 [-0.18914374932646752, -3.855950355529785, 6.157979488372803],
 [5.984367370605469, -2.9335083961486816, 5.907649040222168],
 [6.465209007263184, -0.27511200308799744, -3.3623194456100465],
 [6.101503372192383, 2.4092406392097474, -2.8512858867645265],
 [6.772073745727539, -2.2962794303894043, -1.1134006083011627],
 [6.627666473388672, -2.6063895225524902, 3.6293145418167114],
 [1.2824375629425049, 6.0338335037231445, -1.604929965734482],
 [-2.0246431827545166, -3.4661526679992676, 8.284128856658937],
 [-2.1095261573791504, -1.6955149412155153, 6.3743133544921875],
 [-1.2888972759246826, -3.683248996734619, 7.132978677749634],
 [-1.572592854499817, -3.601626396179199, 7.825908422470093],
 [1.260585069656372, 6.942262029647828, -3.4962333083152775],
 [1.6397641897201538, -1.7830106019973755, 6.762908792495728],
 [7.275886535644531, -2.570119857788086, -1.9522116959095002],
 [-0.3239538073539734, 6.678452253341675, -2.3884647130966186],
 [6.854656219482422, -1.8158098459243774, -2.4050562143325807],
 [6.7423014640808105, -1.2214637994766235, -3.9434962272644043],
 [2.314568519592285, 6.992643857002259, -3.9596210002899173],
 [6.851161003112793, -1.6005375385284424, -2.380324423313141],
 [-0.8824365139007568, 7.009101676940919, -3.494730770587921],
 [-1.8087677955627441, -3.498148202896118, 7.804309630393982],
 [-0.7354917526245117, -3.6777167320251465, 7.110840153694153],
 [6.644101142883301, 6.068972682952881, -2.002442443370819],
 [4.1021223068237305, -3.549560546875, 6.529474258422852],
 [-1.465333104133606, -3.1997318267822266, 7.665745210647583],
 [6.3017048835754395, 2.776719093322754, -3.828476905822754],
 [-0.6031421422958374, 7.397049307823181, -3.495003139972687],
 [0.5905998945236206, 6.195399284362793, -3.458483111858368],
 [0.1550062596797943, 6.136028289794922, -3.778930425643921],
 [-1.1168816089630127, 7.218548727035523, -2.2276611328125],
 [-1.8993427753448486, -3.539041757583618, 8.00671513080597],
 [-1.6264044046401978, 6.570346140861512, -1.7277676820755006],
 [4.326204299926758, 5.987063884735107, -2.824327325820923],
 [-1.3596973419189453, -0.9164801716804505, 6.949513912200928],
 [-2.010161876678467, -3.370199680328369, 7.977643203735352],
 [6.8581976890563965, -2.112521171569824, -1.9975717127323152],
 [-1.4677079916000366, 5.9392852783203125, 3.63450288772583],
 [6.190507888793945, 3.2213332414627076, -0.44908804893493653],
 [3.450559377670288, 6.073557376861572, -0.68791344165802],
 [-1.5432867407798767, -3.7249817848205566, 6.598089265823365],
 [6.594924449920654, -1.6260490417480469, -1.5036389708518982],
 [6.305297374725342, 5.540663194656372, -2.246114158630371],
 [-1.298944115638733, -3.907169818878174, 6.800863265991211],
 [-0.45165902376174927, 6.89929575920105, -3.1453301668167115],
 [0.20334619283676147, 6.111004829406738, -0.6653525948524476],
 [-0.32150501012802124, 6.558392429351807, -1.7452878177165987],
 [0.07201674580574036, 6.8417907714843755, -2.3465468645095826],
 [-1.9101226329803467, -3.434621810913086, 8.198637914657594],
 [6.364833354949951, 0.4446247458457947, -1.209611839056015],
 [-0.34538185596466064, 7.263551759719849, -3.646686601638794],
 [-0.6034058332443237, 6.225619316101074, -1.2553101897239685],
 [6.63262414932251, -1.640136480331421, -2.527151048183441],
 [6.660131931304932, -1.9735084772109985, -2.0319404482841494],
 [4.103856563568115, -0.8510355353355408, 1.4372396707534791],
 [6.449820518493652, -1.4832704067230225, -1.9935123324394226],
 [0.42451247572898865, 6.666078972816468, -3.827875328063965],
 [-0.9613125920295715, 6.218452453613281, -0.9626397728919983],
 [6.590850830078125, -0.5440155863761902, 0.21812547594308854],
 [-2.0889227390289307, -2.6183247566223145, 7.914843034744263],
 [6.691112041473389, -1.8875765800476074, -1.8035856306552889],
 [-0.3684595227241516, 7.3100553274154665, -3.329968070983887],
 [0.5617618560791016, 6.403335142135621, -3.0183514595031737],
 [6.486632347106934, -0.02522246539592743, -1.4921672344207764],
 [-1.704110598564148, -3.641620397567749, 7.811412763595581],
 [-1.3906028270721436, 7.337523078918458, -2.734465456008911],
 [6.67452335357666, -1.4151415824890137, -1.7476039588451386],
 [6.552939414978027, -1.8386509418487549, -1.6632409214973451],
 [-1.394336462020874, -0.2841806709766388, 6.040351390838623],
 [6.301506042480469, -0.4093722403049469, -2.219553637504578],
 [2.010390281677246, 5.800976753234863, -1.1605692028999328],
 [-0.9552888035774232, -3.5888524055480957, 6.34896183013916],
 [6.593605041503906, -1.660375714302063, -2.3285564661026004],
 [-1.943013310432434, -2.6692018508911133, 7.689937019348145],
 [6.513643264770508, 0.9221511751413346, -3.603813648223877],
 [-1.8373558521270752, -3.1708316802978516, 8.09214448928833],
 [6.348404884338379, 1.9520188570022583, -3.92763090133667],
 [-0.44315505027770996, -3.7809157371520996, 6.827187967300415],
 [-1.8777657747268677, -3.393512725830078, 7.768783950805664],
 [6.591307640075684, 0.9556630611419679, -1.629270225763321]]


submission = []
original = []

for logits in ensemble_logit:
    submission.append(logits.index(max(logits)))
    
for logits in original_logit:
    original.append(logits.index(max(logits)))
    
changes = 0
ori_error = 0
ensem_error = 0

for entry in range(len(submission)):
    if submission[entry] == 0:
        submission[entry] = 1
    elif submission[entry] == 1:
        submission[entry] = 2
    elif submission[entry] == 2:
        submission[entry] = 0
       
for entry in range(len(original)):
    if original[entry] == 0:
        original[entry] = 1
    elif original[entry] == 1:
        original[entry] = 2
    elif original[entry] == 2:
        original[entry] = 0
    
for ori,ensem,gold in zip(original,submission,df_gold['submission']):
    print(ori,ensem,gold)
    if ori != ensem:
        changes += 1
    if ori != gold:
        ori_error += 1
    if ensem != gold:
        ensem_error += 1
print(changes)
print(ori_error)
print(ensem_error)

0 0 0
0 0 0
1 1 1
1 1 1
1 1 1
0 0 0
0 0 0
1 1 1
2 2 2
2 2 2
1 1 1
1 2 2
1 2 2
2 2 2
1 1 2
2 2 2
0 0 0
1 1 1
0 0 0
0 0 0
2 2 2
1 1 1
2 2 2
1 1 1
1 1 1
2 2 2
1 1 1
1 1 1
2 2 2
0 0 0
1 1 1
2 2 2
2 1 1
1 1 1
1 1 1
1 1 1
1 1 1
2 2 2
2 2 2
0 0 0
0 0 0
1 1 1
0 0 0
2 2 2
2 2 2
1 1 1
1 1 1
2 2 2
0 0 0
1 1 1
1 1 1
1 1 1
0 0 0
1 1 1
1 1 1
1 0 0
2 2 2
1 1 1
2 2 2
1 1 1
0 0 0
2 2 2
0 0 0
2 2 2
2 2 2
1 1 1
0 0 2
0 0 0
0 0 0
1 1 1
1 1 1
0 0 0
1 1 0
1 1 1
1 1 1
1 1 1
1 1 1
2 2 2
0 0 0
0 0 0
0 0 0
0 0 0
2 2 2
1 0 0
1 1 1
2 2 2
1 1 1
1 1 1
2 2 2
1 1 1
2 2 2
0 0 0
0 0 0
2 1 1
1 0 0
0 0 0
1 1 1
2 2 2
2 2 2
2 2 2
2 2 2
0 0 0
2 2 2
1 2 2
0 0 0
0 0 0
1 1 1
0 2 2
1 1 1
1 2 2
0 0 0
1 1 1
2 1 1
0 0 0
2 2 2
2 2 2
2 2 2
2 2 2
0 0 0
1 1 1
2 2 2
2 2 2
1 1 1
1 1 1
1 1 1
1 1 1
2 2 2
2 2 2
1 1 1
0 0 0
1 1 1
2 2 2
2 2 2
2 1 1
0 0 0
2 2 2
1 1 1
1 1 1
0 0 0
1 1 1
2 2 2
0 0 0
1 1 1
0 0 0
1 1 1
0 0 0
1 1 1
0 0 0
0 0 0
1 1 1
12
15
3


import pandas as pd
logit1_df = pd.read_csv('./Zero_Shot_Fact_Verification/Fact_Verification/tuned_model_lr1e5_bs16_s75(5)/roberta_zero_shot/best_model/logit_results_phase_2.csv')
logit2_df = pd.read_csv('./Zero_Shot_Fact_Verification/Fact_Verification/scifact_model3(91.33)/roberta_zero_shot/best_model/logit_results_phase_2.csv')

print(len(logit1_df))
print(len(logit2_df))

844
844


import numpy as np
import ast

ensemble_logit = []
original_logit = []

model1_weight, model2_weight = 1,1.2

for logit_tuple1,logit_tuple2 in zip(logit1_df['logit'],logit2_df['logit']):
    logit_tuple1 = ast.literal_eval(logit_tuple1)
    logit_tuple2 = ast.literal_eval(logit_tuple2)
    ensemble_logit.append([model1_weight*float(logit_tuple1[0])+model2_weight*float(logit_tuple2[0]),model1_weight*float(logit_tuple1[1])+model2_weight*float(logit_tuple2[1]),model1_weight*float(logit_tuple1[2])+model2_weight*float(logit_tuple2[2])])
    original_logit.append([float(logit_tuple1[0]),float(logit_tuple1[1]),float(logit_tuple1[2])])
print(len(ensemble_logit))
ensemble_logit

844

[[4.675937795639038, -2.1179265320301055, -3.079886865615845],
 [-1.6296750783920286, 3.3750624895095824, -2.8345887362957],
 [-0.8803869724273681, 3.936265563964844, -3.620282602310181],
 [0.5447624921798706, 3.8049778938293457, -5.112825489044189],
 [6.427885055541992, -3.534737157821655, -3.5122453451156614],
 [-2.1035788029432294, -2.2867708444595336, 4.755367994308472],
 [-3.6168498039245605, 3.8466227531433104, -0.4820248126983643],
 [6.62719464302063, -3.5720130443572997, -2.9104909181594847],
 [4.79217119216919, -3.2848084926605225, -1.6431350588798523],
 [2.706729459762573, 0.19922246485948564, -3.587772512435913],
 [2.051645052433014, 0.6856367975473404, -3.3808085918426514],
 [-1.4422016620635985, 5.9882577419281, -5.303895139694214],
 [-1.7086805820465085, 6.559299564361572, -5.235328531265258],
 [-4.150567889213562, 5.01628007888794, -1.7868194103240966],
 [-4.088187766075134, -4.257892823219299, 8.194616270065307],
 [6.595476245880127, -3.6273377895355225, -3.338057136535644],
 [-1.3726642847061155, 4.188532304763793, -3.5394962787628175],
 [-2.021123370528221, 6.466853523254394, -4.947859144210815],
 [-3.0569699525833127, 2.439882069826126, -0.29134596586227424],
 [1.7710802555084229, 2.6926043927669525, -4.475436735153198],
 [3.387808847427368, -3.21980122923851, -0.05848042964935307],
 [-0.42345571517944336, 3.4268959045410154, -3.9121513605117797],
 [-2.226411636173725, 6.906424570083618, -4.936615705490112],
 [-3.148726677894592, -5.46750693321228, 8.474181652069092],
 [-0.5742060661315918, -4.183838319778442, 4.569407272338867],
 [-3.5370623290538785, 3.361960458755493, -0.8639393568038941],
 [-4.54545350074768, -3.811742329597473, 8.13919105529785],
 [5.707902479171753, -3.7201435089111325, -2.5082058906555176],
 [3.4222411632537844, 0.46730109751224513, -4.613717269897461],
 [3.542186212539673, -1.4820543877780437, -2.885058331489563],
 [-3.0082880795001983, 6.493055438995361, -4.025912189483643],
 [-1.0159455299377442, 2.4565912008285524, -2.56249885559082],
 [-1.4801202483475209, 1.254002857208252, -0.5569001674652101],
 [-2.8527813151478765, 4.194269895553589, -1.8294783592224122],
 [1.6838367938995362, -1.334111589193344, -2.2459474325180055],
 [-2.1612273693084716, -5.711669826507569, 7.473100471496582],
 [4.546459436416626, 0.4405996471643448, -4.606417083740235],
 [-3.866029977798462, 5.102977967262268, -1.8750693321228027],
 [-2.78829048871994, 6.852606010437011, -4.3635763168334964],
 [0.6673968791961671, 2.018352127075195, -3.124215614795685],
 [2.9160990953445434, 0.5575263023376464, -3.1782357573509215],
 [6.310554504394531, -3.5846056222915648, -2.8373634815216064],
 [-0.4817036151885987, 4.043074655532837, -4.0686921119689945],
 [-2.6466055154800414, 6.563886880874634, -4.036969089508057],
 [-4.061710858345032, 6.276183176040649, -3.091840887069702],
 [2.0494867265224457, 1.2114324808120727, -3.933191680908203],
 [-3.563487482070923, -5.201059198379516, 8.442565727233887],
 [3.1788614273071287, -2.4108723044395446, -1.0825325191020965],
 [-3.3054006099700928, 4.848023986816406, -2.4113828539848328],
 [-3.6293840408325195, -5.229664993286132, 8.336128664016723],
 [-2.5144806146621703, -5.8527996063232415, 8.026637744903564],
 [3.7540988326072693, -1.1694447875022889, -3.502796196937561],
 [-1.9698462724685668, 6.695641326904297, -4.904245281219483],
 [-3.112451434135437, -5.345454835891724, 8.253627252578735],
 [1.3855961084365847, 1.192408701777458, -2.783512610197067],
 [-0.9522627055644988, 0.7719601750373841, 0.07062125205993652],
 [1.1151709794998168, -0.40694800615310667, -1.6682829856872559],
 [0.7000020027160647, 3.965919372439384, -5.220897102355957],
 [-2.745452308654785, -4.2513140678405765, 6.076501989364624],
 [-2.635386627912521, 7.103258275985717, -4.660897827148437],
 [-3.069059082865715, 5.195320987701416, -2.5716317653656007],
 [1.4841118812561036, 0.4495838820934296, -2.9564900994300842],
 [-3.583619475364685, 6.208777523040771, -3.1463459968566894],
 [6.021254301071167, -2.673939657211304, -3.7622282981872557],
 [-2.5316432029008866, 0.9184628963470459, 0.5879086017608643],
 [-3.023760402202606, 7.0147215843200685, -4.5849837303161625],
 [6.28813362121582, -4.531259775161743, -2.0499092876911162],
 [4.179546737670899, 0.4237795054912567, -4.511694717407226],
 [-2.9218919038772584, 6.017288589477539, -3.539446687698364],
 [5.395282030105591, -2.528781294822693, -3.876957082748413],
 [-2.3262943387031556, 6.962739372253417, -4.878283977508545],
 [-3.842208671569824, -4.3346628665924065, 7.417616939544677],
 [4.8638814926147464, -1.4104567408561706, -3.6156699657440186],
 [-2.625486809015274, 7.2787885665893555, -4.938670587539672],
 [5.982372140884399, -3.645111036300659, -2.765246272087097],
 [2.44305157661438, 1.6778511106967926, -4.126675081253052],
 [-3.2545921087265013, 7.035790729522705, -4.296639394760132],
 [4.807974624633789, -2.8333996057510373, -3.0747888803482057],
 [-0.39262571930885315, 2.955736827850342, -4.216175556182861],
 [-2.7394046664237974, 7.117449569702148, -4.650813579559326],
 [6.2240564823150635, -3.6799572467803956, -2.5704589605331423],
 [-2.8026289910078046, 6.046614933013916, -4.008933067321777],
 [3.318703031539917, -2.2859589576721193, -1.2589301347732544],
 [-4.275552463531493, -4.611808347702026, 8.555046701431273],
 [-0.3995568975806236, -0.6817858576774597, 1.0297742143273352],
 [4.035135936737061, 0.07362323999404907, -3.8244520664215087],
 [-1.6324338197708128, 5.796696329116822, -4.705081605911255],
 [-3.135536330938339, 7.1429187774658205, -4.174432706832886],
 [-0.09350867271423313, 0.18167505264282213, -0.6947296142578125],
 [-3.273356485366821, 7.2115254402160645, -4.184647083282471],
 [-0.6515492916107177, 4.97410249710083, -5.351887130737305],
 [-2.8617661237716674, -5.540409660339355, 8.203680658340453],
 [0.7921379089355471, 2.469233751296997, -3.37968225479126],
 [-1.7882488429546357, 6.443557977676392, -5.103850078582764],
 [-1.3798579037189482, 5.349071407318116, -4.796146392822266],
 [2.407186508178711, 2.7279783487319946, -5.316627407073975],
 [-2.693124163150787, 6.761842823028564, -4.290100145339966],
 [5.059270000457763, -3.0667965412139893, -2.225407576560974],
 [-2.7740923583507535, 6.969828081130981, -4.494925498962402],
 [2.316673031449318, -0.9016491889953613, -1.3857056617736816],
 [-2.5151037126779556, 6.109985494613648, -3.7802333354949953],
 [2.9143563508987427, -1.0042320787906647, -2.5613257467746733],
 [-3.428954935073852, -3.2260632514953613, 6.343263339996337],
 [1.656282478570938, -1.0410000205039978, -1.492185389995575],
 [-1.211130827665329, 5.6303812026977536, -4.839133024215698],
 [4.453958415985108, -3.105194503068924, -1.0792574405670166],
 [1.653696346282959, 0.5299034476280212, -3.0025310277938844],
 [-2.2770899906754494, 6.209509181976318, -4.604862546920776],
 [0.20765042304992676, -2.0372641324996947, 1.0918984413146973],
 [6.153850364685058, -2.4007083892822267, -3.71105318069458],
 [-0.8751664161682129, 5.505383944511413, -4.77596082687378],
 [-2.83441841006279, 6.884618282318115, -4.514545345306397],
 [-1.5358949184417723, 2.8574411869049072, -2.5690480709075927],
 [-2.552959993481636, 4.7636474609375, -2.456456708908081],
 [-3.582705080509186, 5.289872598648071, -2.7460286140441896],
 [-0.23296294212341317, -1.2908725261688232, 0.5619459629058836],
 [-3.0673105299472807, 5.326989841461181, -3.8969715356826784],
 [-2.8008212447166443, 6.135743236541748, -3.9277718544006346],
 [0.9819087982177734, 1.678120145201683, -3.803085899353027],
 [-2.929125881195068, -5.50276551246643, 8.33539891242981],
 [5.69417495727539, -3.25959632396698, -3.2139120578765867],
 [5.555001306533813, -0.6585030049085617, -4.6089832305908205],
 [-3.093393790721893, 7.291134786605835, -4.276246023178101],
 [-3.6952919006347655, 3.2466800928115847, 0.28736867904663077],
 [-3.920870018005371, -1.0493683815002441, 4.587997889518737],
 [6.077037048339843, -1.9513465404510497, -4.026458311080932],
 [-3.156053841114044, 2.9975629448890686, -0.8369416236877443],
 [4.916662216186523, -4.019404935836792, -1.549572801589966],
 [2.844247841835022, -0.46845829486846924, -2.880987751483917],
 [3.3692052364349365, 2.0453396916389464, -5.457620525360108],
 [4.336839556694031, -4.342664480209351, 0.006993389129638761],
 [3.617347311973572, 0.186332905292511, -4.617496681213379],
 [-2.233385318517685, 4.86249008178711, -3.3759010553359987],
 [-4.096260690689087, 1.9863278701901435, 1.434253919124603],
 [5.5800769329071045, -2.103416621685028, -3.6105854511260986],
 [5.228803873062134, -2.323255109786987, -3.0702497243881224],
 [5.339751815795898, -4.613507556915283, -1.0384666085243226],
 [4.9617781162261965, -4.125311756134034, -2.1139554500579836],
 [-4.5867760181427, -4.1927853345870965, 8.320415353775024],
 [-2.716797637939453, 6.756987571716309, -4.581636667251587],
 [-2.9702625632286073, 6.220606422424316, -3.8798121929168703],
 [-1.1608190417289732, 5.244272041320801, -5.112161684036255],
 [3.919081115722656, -2.9076732993125916, -1.6322894096374512],
 [0.9521950483322144, 0.845477169752121, -3.1923042058944704],
 [4.142936372756958, -0.9585172653198242, -3.8035274028778074],
 [-0.7109386920928955, 3.8199745178222657, -3.933825731277466],
 [-3.84659686088562, 3.457487154006958, -0.5632574081420898],
 [-2.4688408255577086, 2.419117426872253, 0.010613191127777033],
 [1.3936514616012574, -3.7223145961761475, 2.3272634506225587],
 [-1.3565883874893188, 5.600661015510559, -4.469046497344971],
 [-2.5409340262413025, 5.84965443611145, -3.8355430603027343],
 [6.731173419952393, -3.155619192123413, -3.0871530294418337],
 [1.5724805772304535, -5.467814970016479, 3.417129945755005],
 [-2.8368980705738065, 6.758048152923584, -4.111110877990723],
 [-3.3497771739959714, -0.10862058401107788, 2.4858634829521176],
 [-3.381909066438675, 3.982336091995239, -1.2261812448501588],
 [-1.8954184651374817, 6.710312271118164, -4.824139833450317],
 [-4.141353487968445, 3.0789988040924072, 0.5802856445312501],
 [2.2222752571105957, -4.144371938705444, 1.169916921854019],
 [0.4917978763580322, 2.38513560295105, -3.2791524052619936],
 [1.5504270792007446, -0.2423178255558014, -2.3943754374980926],
 [-2.0607411742210386, 0.8240271091461182, 0.22378578186035147],
 [-1.5138874053955078, 4.088238835334778, -3.545253348350525],
 [5.744395351409912, -1.5380098342895507, -4.405809497833252],
 [1.843906545639038, 1.7450860857963562, -4.090821123123169],
 [2.928765746951103, -4.230362582206726, 1.3837787389755247],
 [-1.3425896108150481, 5.1195313930511475, -3.9661498069763184],
 [-1.7534833431243895, 6.153065776824951, -5.02229585647583],
 [-2.1285950541496277, 7.041377067565918, -4.479800081253051],
 [-1.7701816082000732, 1.099208390712738, 0.37709957361221313],
 [0.058081412315368786, 2.7904463529586794, -3.7103581190109254],
 [-2.4555707976222036, 6.87618498802185, -4.558954429626465],
 [-0.77410728931427, 5.144796705245971, -5.848487091064452],
 [-2.162310791015625, -5.474582004547119, 7.508923435211181],
 [-2.5269014120101927, 7.103033256530762, -4.955584287643433],
 [1.2816854894161225, -1.1124927043914794, -1.4428947925567628],
 [0.019182443618774414, -0.4882284224033355, -0.8364163875579835],
 [-3.379664868116379, 6.631482267379761, -3.911130666732788],
 [5.733587121963501, -2.4024731159210204, -3.641628932952881],
 [-2.910341775417328, 5.487467622756958, -3.244942271709442],
 [-0.10791981220245361, 3.2925350666046143, -3.923052930831909],
 [-4.268072140216827, 3.976705312728882, -0.9225844383239747],
 [4.222419214248657, -3.4087826013565063, -1.629189321398735],
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 [0.028835010528564464, 0.6679896593093873, -2.2702140331268312],
 [-1.214391756057739, 5.844033241271973, -4.394301271438598],
 [-2.2661366268992422, 6.831080579757691, -4.145125102996826],
 [-3.901791143417358, -4.4709882736206055, 7.466679096221924],
 [-3.3488640069961546, 6.042904424667358, -3.1007450342178347],
 [-1.3739996671676635, 0.06822564601898193, 0.2535378038883209],
 [-1.2168605089187623, 4.582508254051208, -4.137109017372131],
 [-2.729631668329239, 7.394948101043701, -4.765466356277466],
 [-0.3430685758590697, 4.890621376037597, -5.58630633354187],
 [-3.565634888410568, 6.7662688255310055, -3.4279332637786863],
 [-2.6216110289096832, 4.352130270004272, -2.5428916335105898],
 [-2.384983253479004, -5.493508911132812, 7.391185092926025],
 [-1.8254889011383058, -3.923676061630249, 5.517593288421631],
 [-2.068208658695221, 5.489653778076171, -3.9811493158340454],
 [6.153309440612793, -3.0636162042617796, -3.1526137828826903],
 [-1.2370168447494505, 5.051814365386963, -5.1448153972625725],
 [6.69109001159668, -3.7088852882385255, -3.662306070327759],
 [-0.3520579919219017, 4.757343196868897, -4.918716716766357],
 [5.239932680130005, -4.013804388046264, -1.611605954170227],
 [-4.988779067993164, -3.370315027236938, 7.567791843414306],
 [-2.5260499119758606, 6.154791402816772, -4.4791337013244625],
 [-2.26159648001194, 6.532306289672851, -4.25901198387146],
 [-3.8818400859832765, 5.510370445251464, -2.3317665576934816],
 [-3.4637488961219787, 6.488853168487548, -3.509945344924927],
 [-4.751721525192261, -3.847705602645874, 8.303600358963013],
 [-0.0031796693801879883, 4.647648811340332, -5.425347423553466],
 [6.480401659011841, -2.659532594680786, -3.054883122444153],
 [1.5208227634429932, -4.4026717901229855, 3.235155153274536],
 [-1.6938560843467712, 4.32846896648407, -3.01150221824646],
 [-4.224139165878295, -2.996127414703369, 6.4438660621643065],
 [1.2540151596069338, 1.649426144361496, -3.221288633346558],
 [-2.705980348587036, 6.9772007942199705, -4.595970964431762],
 [-3.166553509235382, 7.010096073150635, -4.399573802947998],
 [-3.9063572525978087, 5.996687936782837, -3.307045078277588],
 [5.511631107330322, -3.146589970588684, -2.658730936050415],
 [2.4482002735137938, 1.146113121509552, -3.7651420593261715],
 [-3.9728224754333494, -4.545321607589722, 8.499002456665039],
 [3.8053019762039186, -0.8795184016227722, -3.4647896766662596],
 [-0.570284938812256, 3.0218892097473145, -3.6885841608047487],
 [-3.493255716562271, 7.0772155761718745, -4.426200246810913],
 [-2.9884806632995606, 6.623628854751587, -3.969774055480957],
 [-2.4857559144496917, 6.820157432556152, -4.47230896949768],
 [4.863881254196167, -1.410456347465515, -3.6156699657440186],
 [-4.849835896492005, -2.68141086101532, 7.376754236221314],
 [-4.783269643783569, -3.037235164642334, 6.956066226959228],
 [-1.5159249663352965, 3.282581615447998, -3.059133195877075],
 [0.5893365621566773, -1.4797986149787903, 0.9534174680709837],
 [-3.133086735010147, 6.452939891815186, -4.234132385253906],
 [4.2796916484832765, -2.51846581697464, -1.7402856469154357],
 [0.09501619338989276, 3.279865238070488, -3.6261024951934813],
 [-4.331024789810181, -4.512387084960937, 8.493936443328856],
 [-2.39825738966465, 6.849163436889649, -4.767970418930053],
 [-1.7047366112470625, 6.257619476318359, -4.696139574050903],
 [-2.6459386870265007, 5.866949129104614, -3.593464660644531],
 [4.080826997756958, 0.30525254309177396, -4.648271894454956],
 [0.03444409370422363, 2.7353711128234863, -3.3303925037384032],
 [5.587774133682251, -1.4791449069976808, -3.4737299442291256],
 [-2.8777201533317567, 6.806411552429199, -4.005812692642212],
 [-3.030760896205902, 6.5970042705535885, -4.013775157928467],
 [-2.575087946653366, 2.9552031993865966, -1.2930983304977417],
 [1.0223580360412599, 1.8955153629183767, -3.0821444034576415],
 [-1.3783518075942993, 3.3693482875823975, -2.4898426055908205],
 [1.3715842247009278, -3.0610851526260374, 2.228601789474487],
 [3.5228933811187746, 0.44599912166595457, -4.338524103164673],
 [-0.878892183303833, 5.487722182273865, -5.526235151290893],
 [-2.5462068021297455, 6.757760381698608, -4.652950763702393],
 [-2.1243628919124604, 6.959716510772705, -5.266614580154419],
 [-0.6817882061004639, 0.891887879371643, -1.3172460556030274],
 [-0.8729400634765625, 3.4143666148185727, -3.4539427757263184],
 [-1.0993067741394043, 3.96166672706604, -3.4062274932861327],
 [4.740530490875244, -2.0737689435482025, -2.6056697845458983],
 [1.0974745512008668, -4.988774013519286, 3.188356399536133],
 [-1.4300355553627013, 2.656828153133392, -1.7171118021011353],
 [4.786298322677612, -1.3347445011138914, -4.2945455551147464],
 [5.364994382858276, -1.159092915058136, -4.426472902297974],
 [5.795796966552734, -1.9269618391990662, -4.529049062728882],
 [-2.0126001060009, 5.317156791687012, -3.1914794921875],
 [0.21430721282958975, 3.3181421801447866, -4.003612279891968],
 [-1.64459480792284, 5.941013956069947, -4.475851202011109],
 [-1.9338196873664855, -1.827151483297348, 3.945185351371765],
 [-3.7260703086853026, -3.5378575325012207, 7.526741695404053],
 [5.152724838256836, -2.1101678133010866, -3.319890928268433],
 [-2.421550618112087, 6.831657981872558, -4.0789765357971195],
 [-3.260834550857544, 6.064783191680908, -3.362709331512451],
 [0.3299746155738831, -4.391534233093262, 3.6789896965026854],
 [3.2099990963935854, 1.0599887490272522, -5.073170804977417],
 [4.5724364757537845, -4.092349243164062, -0.7732399940490724],
 [-3.9461320877075194, -3.9594032764434814, 7.483060550689697],
 [-3.7468698143959043, 5.891127967834473, -3.793380308151245],
 [3.4890676021575926, -1.5511878937482833, -2.234043574333191],
 [-2.961946678161621, 7.215687370300293, -4.220281410217285],
 [4.742535638809204, -5.147054624557494, 0.06350603103637686],
 [6.176493549346924, -4.451062774658203, -2.2224377036094665],
 [-0.22945790290832502, 4.263925766944885, -4.461228275299073],
 [-0.6836215376853942, -3.6584863662719727, 4.100642251968384],
 [-1.6481695890426633, 4.635587000846863, -4.60007872581482],
 [-1.616138795018196, 3.488603973388672, -2.2710444569587707],
 [-3.0101045608520507, 7.196843290328979, -4.557959747314453],
 [-3.1508487343788145, 6.656385660171509, -4.209042978286743],
 [6.495621395111083, -3.578325128555298, -3.3373980045318605],
 [5.842175197601318, -1.8181514024734498, -4.006428384780884],
 [-3.240696746110916, 6.195318984985351, -3.628190493583679],
 [4.290286254882813, 0.3909286201000214, -5.086725091934204],
 [-3.86743700504303, -3.912641191482544, 7.648572063446045],
 [-1.5214970827102658, 5.809943532943725, -4.699560499191284],
 [-2.677310788631439, 5.625561428070068, -3.7740057706832886],
 [-1.3900534391403196, 2.497396945953369, -2.2289099037647246],
 [4.521245908737183, -3.131241738796234, -2.132312059402466],
 [2.6379764080047607, -1.8831802248954772, -1.0096487402915955],
 [5.702313327789307, -1.9609565734863281, -3.8953619480133055],
 [-1.5089827284216881, 4.490935373306274, -4.273183965682984],
 [-0.7369178533554077, 6.259171915054321, -5.94396858215332],
 [2.8255357265472414, -2.3180405139923095, -0.9993350982666016],
 [2.7256551027297973, -0.29492678195238115, -3.11724591255188],
 [-0.9211353063583374, 0.2351417988538742, 0.12255458831787114],
 [-1.9651353299617766, 1.4384221360087395, 0.07077128887176509],
 [-3.567276108264923, 5.1443017482757565, -2.4402091801166534],
 [4.745904922485352, -3.4680431842803956, -1.6572332739830018],
 [4.460911893844605, -3.173697927594185, -2.2289732456207276],
 [-3.3543702363967896, 4.4268840789794925, -2.2339527666568757],
 [-1.73687224984169, 7.108026313781738, -4.980771780014038],
 [-0.4113022327423095, 4.559477400779723, -4.934130048751831],
 [6.241281318664551, -3.681735825538635, -3.0859475135803223],
 [4.9938617706298825, -3.2673471450805662, -2.9913227558135986],
 [-2.2670439302921293, 6.561194610595703, -4.199496841430664],
 [5.000079822540283, -1.5322052240371704, -3.757242488861084],
 [0.027999401092529297, 3.4625511571764944, -3.996454954147339],
 [-2.4246602073311805, 6.455708456039428, -4.627631378173828],
 [6.260152101516724, -4.30027174949646, -1.9215787291526794],
 [0.36920868754386904, 3.5065142154693603, -5.13208041191101],
 [-2.44164457321167, 2.887643885612488, -1.1735876560211183],
 [5.9771692752838135, -4.152675724029541, -1.9134583234786988],
 [-3.6398046970367433, -3.9377028465270993, 6.555829000473023],
 [-4.114037656784058, -3.860319089889526, 7.8186534404754635],
 [-3.215566062927246, -5.44358196258545, 8.412443161010742],
 [-2.857872822880745, 6.505285358428955, -3.998517322540283],
 [1.957294797897339, 1.9551136493682861, -4.539422035217285],
 [-0.6391896247863769, 3.251311293244362, -3.502763772010803],
 [5.3660201072692875, -1.843259012699127, -3.5092760562896728],
 [2.6899458169937134, 0.5611959934234618, -3.4767026662826535],
 [-1.3718618869781494, -3.023127245903015, 3.3482236623764035],
 [-0.20651824474334712, 3.352687311172485, -4.831960201263428],
 [-0.7769645214080809, 0.3209636330604554, -0.5040960788726807],
 [-3.289565014839172, 6.73864631652832, -3.672384572029114],
 [-1.090662881731987, 4.414383125305175, -4.111865758895874],
 [-0.8402820944786071, -0.17367745041847227, 1.082985782623291],
 [-3.7855004787445066, 4.949196004867554, -1.364060640335083],
 [3.086238718032837, 1.1513996839523315, -4.752403402328492],
 [-0.938491952419281, -5.111760854721069, 5.683321952819824],
 [-2.5250261306762694, -6.180702877044677, 8.19991331100464],
 [0.9706393718719484, 2.430200619995594, -4.330148696899414],
 [0.2976673126220703, 1.5026527404785157, -3.171851563453674],
 [-2.916748821735382, 7.182545757293701, -4.342371463775635],
 [-3.300583004951477, -4.703037405014038, 8.2228609085083],
 [-3.392312508821487, 3.925743818283081, -1.4766436100006104],
 [-3.461641675233841, 6.753548336029052, -3.780978274345398],
 [1.4116692543029785, 1.153764581680298, -2.666312885284424],
 [4.530911302566528, -0.4229221999645233, -3.7653762340545653],
 [0.1724811553955079, 0.5102729380130768, -1.1704054594039919],
 [0.5023972988128662, 2.718208968639374, -3.5585405588150025],
 [-3.6924386978149415, -4.640927791595459, 7.572150421142578],
 [-0.7507819175720214, 4.630447125434875, -3.5162817001342774],
 [4.708857488632202, -1.89922354221344, -3.7769880294799805],
 [5.641860485076904, -1.8014954090118407, -5.071946811676025],
 [6.279359626770019, -4.284920024871826, -2.3432140231132506],
 [-3.069408768415451, 6.073814439773559, -3.8704395294189453],
 [1.0719178199768067, 2.546770691871643, -3.945739269256592],
 [-3.621366238594055, -4.840530204772949, 8.031739711761475]]


submission = []
original = []

for logits in ensemble_logit:
    submission.append(logits.index(max(logits)))
    
for logits in original_logit:
    original.append(logits.index(max(logits)))
    
changes = 0

for entry in range(len(submission)):
    if submission[entry] == 0:
        submission[entry] = 1
    elif submission[entry] == 1:
        submission[entry] = 2
    elif submission[entry] == 2:
        submission[entry] = 0
       
for entry in range(len(original)):
    if original[entry] == 0:
        original[entry] = 1
    elif original[entry] == 1:
        original[entry] = 2
    elif original[entry] == 2:
        original[entry] = 0
    
for ori,ensem in zip(original,submission):
    print(ori,ensem)
    if ori != ensem:
        changes += 1

print()
print(changes)

1 1
2 2
1 2
2 2
1 1
0 0
2 2
1 1
1 1
1 1
1 1
2 2
2 2
2 2
0 0
1 1
2 2
2 2
2 2
1 2
1 1
1 2
2 2
0 0
0 0
2 2
0 0
1 1
1 1
1 1
2 2
1 2
2 2
2 2
1 1
0 0
1 1
2 2
2 2
1 2
1 1
1 1
1 2
2 2
2 2
1 1
0 0
1 1
2 2
0 0
0 0
1 1
2 2
0 0
1 1
2 2
1 1
1 2
0 0
2 2
2 2
1 1
2 2
1 1
2 2
2 2
1 1
1 1
2 2
1 1
2 2
0 0
1 1
2 2
1 1
1 1
2 2
1 1
2 2
2 2
1 1
2 2
1 1
0 0
1 0
1 1
2 2
2 2
1 2
2 2
2 2
0 0
1 2
2 2
2 2
1 2
2 2
1 1
2 2
1 1
2 2
1 1
0 0
2 1
2 2
1 1
1 1
2 2
1 0
1 1
2 2
2 2
1 2
2 2
2 2
1 0
2 2
2 2
1 2
0 0
1 1
1 1
2 2
2 2
0 0
1 1
2 2
1 1
1 1
1 1
1 1
1 1
2 2
0 2
1 1
1 1
1 1
1 1
0 0
2 2
2 2
2 2
1 1
1 1
1 1
1 2
2 2
2 2
1 0
2 2
2 2
1 1
0 0
2 2
0 0
2 2
2 2
2 2
1 1
1 2
1 1
2 2
1 2
1 1
1 1
1 1
2 2
2 2
2 2
0 2
1 2
2 2
2 2
0 0
2 2
2 1
1 1
2 2
1 1
2 2
2 2
2 2
1 1
0 0
0 0
2 2
1 1
1 1
1 1
0 0
2 2
1 1
2 2
1 2
2 2
1 1
2 2
1 2
2 2
1 1
2 2
2 2
2 2
2 2
1 1
1 1
2 2
1 1
2 2
1 1
1 1
0 0
2 2
1 1
1 1
2 2
1 0
1 1
0 0
1 1
1 1
1 1
1 1
1 1
2 2
2 2
2 2
2 2
0 0
1 1
1 1
2 2
0 0
2 2
2 2
2 2
2 2
1 1
1 2
1 2
1 1
1 1
1 2
1 1
2 2
1 1
1 1
2 2
1 1
1 2
1 1
1 1
2 2
2 2
2 2
0 0
1 1
2 2
1 1
1 1
2 2
1 1
2 2
2 2
1 1
2 2
2 2
1 1
1 1
1 1
1 1
1 1
2 2
2 2
1 1
1 2
2 2
1 1
2 2
1 1
2 2
0 0
1 2
2 1
2 2
0 0
2 2
2 2
0 0
1 1
1 1
1 1
1 2
2 2
0 0
2 2
1 2
2 2
2 2
1 1
1 1
0 0
2 2
2 2
2 2
1 1
1 1
1 1
2 2
2 2
2 2
2 2
2 2
0 0
2 2
0 0
2 2
0 0
1 1
0 0
2 2
1 1
1 2
2 2
1 1
1 1
2 2
0 0
2 2
1 1
1 1
1 1
1 1
0 0
2 2
1 1
1 1
2 2
2 2
2 2
1 1
1 1
0 0
1 1
0 0
1 1
0 0
2 2
1 2
2 2
2 2
2 2
2 2
1 1
1 2
1 1
1 2
0 0
1 1
2 2
1 1
2 2
2 2
2 2
2 2
2 2
1 2
1 1
2 2
2 2
2 2
0 0
1 1
2 2
2 2
0 0
0 0
0 0
2 2
2 2
2 2
2 2
1 1
0 0
1 1
1 2
0 0
1 1
1 1
2 2
1 1
2 2
1 0
2 2
1 1
1 1
2 2
0 0
0 0
2 2
1 1
1 1
1 1
0 0
1 1
1 1
2 2
1 1
1 1
1 1
1 1
1 1
2 2
1 1
0 0
2 2
1 2
2 2
2 2
2 2
0 0
1 2
2 2
2 2
1 1
0 0
1 1
1 1
2 2
1 1
1 2
2 2
2 2
2 2
1 1
1 1
2 2
1 1
2 2
1 1
2 2
1 1
0 0
1 1
1 1
2 2
2 2
1 1
0 0
2 0
1 1
0 0
2 2
2 2
1 2
1 1
2 2
2 2
1 2
2 2
2 2
1 1
1 2
1 1
1 1
1 2
2 2
1 2
1 1
1 1
0 0
1 1
2 2
2 2
2 2
1 1
1 1
2 2
1 1
2 2
0 0
1 1
1 1
2 2
2 2
2 2
1 1
2 2
2 2
2 2
1 1
1 1
1 1
1 1
1 2
1 1
0 0
0 0
2 2
2 2
2 2
2 2
1 1
2 2
0 0
2 2
1 1
2 2
0 0
1 1
1 1
2 2
1 1
1 2
1 1
2 2
1 1
0 0
2 2
1 1
0 0
1 2
0 0
0 0
1 2
1 1
1 2
2 2
2 2
2 2
1 1
1 1
0 0
1 1
2 2
2 2
1 2
2 2
1 1
1 1
0 0
1 2
1 1
2 2
2 2
1 1
2 2
2 2
1 2
1 1
1 0
2 2
0 0
0 0
0 0
1 1
2 2
1 1
2 2
0 0
1 2
2 2
1 2
0 0
2 2
2 2
2 2
1 1
1 1
1 1
0 0
2 2
2 2
1 1
1 1
1 1
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2 2
2 2
1 1
1 1
1 1
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2 2
1 1
1 1
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2 2
2 2
1 1
1 1
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2 2
2 2
1 1
1 1
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1 1
1 2
2 2
1 1
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2 2
1 1
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0 0
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1 1
1 2
1 1
1 1
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1 2
1 2
2 2
2 2
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2 2
1 1
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1 2
2 2
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2 2
1 1
1 1
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1 2
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2 2
1 1
1 1
1 1
2 2
1 2
0 0

100


np.savetxt(r'submission.txt', submission, fmt='%s')


import pandas as pd
logit1_df = pd.read_csv('./Zero_Shot_Fact_Verification/Fact_Verification/scifact_sampled_model2/roberta_zero_shot/best_model/logit_results_phase_2.csv')
logit2_df = pd.read_csv('./Zero_Shot_Fact_Verification/Fact_Verification/scifact_model5/roberta_zero_shot/best_model/logit_results_phase_2.csv')

print(len(logit1_df))
print(len(logit2_df))

844
844


import numpy as np
import ast

ensemble_logit = []
original_logit = []
original_logit_2 = []

model1_weight, model2_weight = 1,1

for logit_tuple1,logit_tuple2 in zip(logit1_df['logit'],logit2_df['logit']):
    logit_tuple1 = ast.literal_eval(logit_tuple1)
    logit_tuple2 = ast.literal_eval(logit_tuple2)
    ensemble_logit.append([model1_weight*float(logit_tuple1[0])+model2_weight*float(logit_tuple2[0]),model1_weight*float(logit_tuple1[1])+model2_weight*float(logit_tuple2[1]),model1_weight*float(logit_tuple1[2])+model2_weight*float(logit_tuple2[2])])
    original_logit.append([float(logit_tuple1[0]),float(logit_tuple1[1]),float(logit_tuple1[2])])
    original_logit_2.append([float(logit_tuple2[0]),float(logit_tuple2[1]),float(logit_tuple2[2])])
    
print(len(ensemble_logit))
ensemble_logit

844

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 [-6.076165437698364, 8.905710935592651, -3.224391222000122],
 [-6.001652479171753, 8.665124416351318, -2.902225136756897],
 [-5.146264553070068, -5.36152458190918, 11.340476036071777],
 [-3.1127450466156006, 9.199307441711426, -6.880873203277588],
 [9.919361591339111, -4.815744519233704, -4.240805983543396],
 [-3.3064005374908447, -6.503914833068848, 11.091410160064697],
 [-6.461673140525818, 3.413503646850586, 2.4883365631103516],
 [-5.13423490524292, -5.4917402267456055, 11.504123210906982],
 [-2.2887085676193237, -1.1377681493759155, 4.331194162368774],
 [-4.652889728546143, 10.011053562164307, -5.499874114990234],
 [-4.6108105182647705, 9.719552040100098, -5.244113445281982],
 [-5.754681348800659, 9.03645396232605, -3.5481128692626953],
 [1.9974623918533325, -6.123672962188721, 4.6449955701828],
 [-4.99778139591217, 8.381557703018188, -3.5458409786224365],
 [-4.952433943748474, -5.636713981628418, 11.516870975494385],
 [8.625983715057373, -2.9470709562301636, -5.272451400756836],
 [-2.915763258934021, 8.69487452507019, -6.5151238441467285],
 [-5.021524429321289, 9.869609832763672, -4.983971357345581],
 [-4.508256912231445, 10.28526782989502, -6.0362021923065186],
 [-4.265857815742493, 10.066083192825317, -5.983467102050781],
 [8.073171615600586, -4.336260080337524, -3.0615038871765137],
 [-5.702669143676758, -4.8428168296813965, 11.24353551864624],
 [-5.316506385803223, -5.045820236206055, 11.035603523254395],
 [-5.583846569061279, 2.400573253631592, 3.0639634132385254],
 [-0.7365524768829346, -5.268017292022705, 7.40855073928833],
 [-4.948397397994995, 9.447206258773804, -5.031577706336975],
 [-1.1706409454345703, -6.181845188140869, 8.642099380493164],
 [-0.4034726619720459, -1.392675518989563, 2.9242753982543945],
 [-5.144518852233887, -5.512210845947266, 11.525597095489502],
 [-4.436935186386108, 10.52928876876831, -6.306738376617432],
 [-4.022635459899902, 9.488274335861206, -5.597712516784668],
 [-6.062694072723389, 7.776896953582764, -1.681667149066925],
 [6.717932105064392, -0.4667586088180542, -5.944776296615601],
 [-1.5501636266708374, 0.29781436920166016, 1.5206091403961182],
 [9.626932382583618, -4.209779977798462, -4.526959776878357],
 [-4.5831687450408936, 10.054121494293213, -5.494351387023926],
 [-4.690736532211304, 9.757208585739136, -5.195166826248169],
 [-6.629363059997559, 0.8481004238128662, 5.61588679254055],
 [-1.8382436633110046, 5.662797808647156, -3.963270664215088],
 [-5.61310076713562, -0.6982088088989258, 7.153598338365555],
 [-4.131619215011597, -5.898730039596558, 10.99990701675415],
 [-1.7214475870132446, 6.583004415035248, -5.097118854522705],
 [-3.6157312393188477, 9.690922260284424, -6.437139272689819],
 [-4.538357973098755, 10.329160690307617, -5.931483268737793],
 [-3.299444079399109, 9.404646873474121, -6.495193719863892],
 [-2.9136035591363907, -3.9949368834495544, 7.098244220018387],
 [-4.081433534622192, 9.607486486434937, -6.043035507202148],
 [-1.9247805774211884, -0.4318099021911621, 3.158592939376831],
 [8.967574119567871, -4.977044343948364, -2.8863909244537354],
 [-2.7132455110549927, -6.659449815750122, 10.00498104095459],
 [-3.9584704637527466, -0.038893938064575195, 4.483760476112366],
 [6.318839117884636, -0.4439429044723511, -6.283055067062378],
 [8.929161071777344, -3.1961103677749634, -5.481980562210083],
 [9.450003385543823, -3.765546441078186, -5.195289373397827],
 [-2.380832776427269, 0.22529363632202148, 3.5113147497177124],
 [-4.649767279624939, 9.107371807098389, -4.558829307556152],
 [-4.725222587585449, 9.560266017913818, -4.9731974601745605],
 [-3.8404330015182495, -2.5176857709884644, 7.368073582649231],
 [-5.068523645401001, -5.369243383407593, 11.40068531036377],
 [8.771758556365967, -4.156321823596954, -4.010310888290405],
 [-4.48847770690918, 10.27719259262085, -5.799834966659546],
 [-6.138786315917969, 4.672417163848877, 1.3428890705108643],
 [-3.5455219745635986, -6.37892484664917, 10.967255592346191],
 [3.0934622287750244, 3.7357420921325684, -7.067391633987427],
 [-0.6340136528015137, -6.932391166687012, 8.116061568260193],
 [-4.96170973777771, -5.778401136398315, 11.658994674682617],
 [-5.211667776107788, 10.085343360900879, -5.350488185882568],
 [4.481314420700073, -6.829256534576416, 2.744588017463684],
 [-4.691563606262207, 10.102943658828735, -5.524749279022217],
 [7.10548996925354, -7.3693952560424805, 0.7601165771484375],
 [7.4479453563690186, -6.961681365966797, -0.2504054307937622],
 [3.988670229911804, 1.7906813621520996, -5.548360109329224],
 [-1.8905941247940063, -6.096925973892212, 9.044432401657104],
 [-5.166294097900391, 9.271783828735352, -4.580713510513306],
 [-4.313520073890686, 0.451035737991333, 4.355093479156494],
 [-4.7339208126068115, 10.328068733215332, -5.95052433013916],
 [-4.554887890815735, 10.285965919494629, -5.997124433517456],
 [9.43659257888794, -5.185100317001343, -3.6642723083496094],
 [9.348576068878174, -3.4191224575042725, -5.213472485542297],
 [-4.411346435546875, 9.52384901046753, -5.588632345199585],
 [8.395129919052124, -1.726406030356884, -6.341576814651489],
 [-5.037112474441528, -5.543175458908081, 11.536582946777344],
 [-4.341489195823669, 9.843797206878662, -5.746671199798584],
 [-6.088942885398865, 5.279222249984741, 0.9711005687713623],
 [-5.01509428024292, -0.11566615104675293, 5.6247334480285645],
 [8.099526286125183, -5.244029521942139, -2.0381842255592346],
 [-3.8450695276260376, 0.7942891120910645, 3.4621039628982544],
 [6.106567859649658, -0.9028333574533463, -4.939171314239502],
 [0.39910316467285156, 5.553559303283691, -6.851001262664795],
 [-3.176342725753784, 9.278916120529175, -6.65041708946228],
 [-2.505687654018402, -5.298667073249817, 8.35372805595398],
 [2.7108428478240967, 1.2786836922168732, -4.151548862457275],
 [-5.1428141593933105, -2.8034021854400635, 8.698358058929443],
 [-6.086597442626953, 3.810882329940796, 2.8902057111263275],
 [-4.996069431304932, 9.25345754623413, -4.651883125305176],
 [6.630303978919983, -6.184654235839844, 0.3590109944343567],
 [-0.360992893576622, -7.557641267776489, 8.601289749145508],
 [-5.672802686691284, 9.582012176513672, -4.556448698043823],
 [-3.7149453163146973, 10.325523376464844, -6.587213039398193],
 [3.951114535331726, 2.7347283363342285, -6.7044901847839355],
 [1.1968340873718262, 0.5469040870666504, -1.8655754029750824],
 [-1.655470848083496, -4.361076712608337, 6.460967302322388],
 [-4.358559012413025, 10.271602630615234, -6.194446325302124],
 [9.186900615692139, -4.048607587814331, -4.993605852127075],
 [-0.7643367052078247, 5.457438707351685, -4.408996820449829],
 [-4.8195449113845825, 9.902736902236938, -5.4263880252838135],
 [9.41333818435669, -4.822813510894775, -3.743824601173401],
 [-1.9574933350086212, -1.395887851715088, 3.49147367477417],
 [-5.000063896179199, -0.5041790008544922, 5.845014929771423],
 [1.3506691455841064, -8.040666580200195, 7.252219915390015],
 [-4.731454849243164, -5.932397365570068, 11.39987325668335],
 [-4.8561307191848755, -5.869001388549805, 11.560559272766113],
 [-4.638509511947632, -5.93259596824646, 11.389342308044434],
 [-4.066172361373901, 9.537586450576782, -5.637279510498047],
 [1.342709332704544, 5.152695283293724, -7.106173038482666],
 [-5.505993008613586, 6.998915672302246, -1.840893566608429],
 [8.651103019714355, -2.831488847732544, -5.195323348045349],
 [0.31054818630218506, -3.302346885204315, 3.744999408721924],
 [-4.8912811279296875, -5.642072439193726, 11.206979751586914],
 [-0.827081561088562, -1.366176724433899, 1.774113416671753],
 [-4.084190487861633, -2.9348402619361877, 7.594733238220215],
 [-5.4980690479278564, 9.018614292144775, -3.5031830072402954],
 [-4.067821145057678, 9.64476490020752, -6.261137962341309],
 [-2.1005232334136963, -4.640376806259155, 7.73030161857605],
 [-6.195450305938721, -0.8672924041748047, 7.547594904899597],
 [7.134424686431885, -2.043384075164795, -4.854107856750488],
 [-4.202292442321777, -6.608931064605713, 11.389909744262695],
 [-4.15549373626709, -6.4749815464019775, 11.32195520401001],
 [-5.330738306045532, 5.349701404571533, -0.555466890335083],
 [-3.344817638397217, -1.0479214191436768, 4.472586035728455],
 [-4.6763153076171875, 9.777236938476562, -4.876583576202393],
 [-4.705735683441162, -5.993454217910767, 11.725356101989746],
 [-6.091538667678833, 7.462842702865601, -2.1559915244579315],
 [-4.897556900978088, 9.955541133880615, -5.375306844711304],
 [-1.8705782294273376, -5.467758893966675, 8.122509121894836],
 [8.522542953491211, -3.9801185131073, -3.6409069299697876],
 [-3.4640241861343384, -3.0838392674922943, 7.225277543067932],
 [-1.108852744102478, 5.570603176951408, -4.753267288208008],
 [-5.187187910079956, -5.714905261993408, 11.453526973724365],
 [-2.6584218740463257, 2.5335793495178223, 1.3107365369796753],
 [5.810390502214432, -5.234746217727661, -0.0906825065612793],
 [6.569102168083191, -0.4669680595397949, -6.519896030426025],
 [-0.16578149795532227, -7.020001411437988, 7.548884868621826],
 [-5.1752989292144775, 10.22196912765503, -5.387733697891235],
 [4.9345104694366455, 0.8711001873016357, -5.317857384681702],
 [-4.70195734500885, -5.5548996925354, 11.045981407165527]]


submission = []
original = []
original_2 = []

for logits in ensemble_logit:
    submission.append(logits.index(max(logits)))
    
for logits in original_logit:
    original.append(logits.index(max(logits)))
    
for logits in original_logit_2:
    original_2.append(logits.index(max(logits)))
    
changes = 0

for entry in range(len(submission)):
    if submission[entry] == 0:
        submission[entry] = 1
    elif submission[entry] == 1:
        submission[entry] = 2
    elif submission[entry] == 2:
        submission[entry] = 0
       
for entry in range(len(original)):
    if original[entry] == 0:
        original[entry] = 1
    elif original[entry] == 1:
        original[entry] = 2
    elif original[entry] == 2:
        original[entry] = 0
        
for entry in range(len(original_2)):
    if original_2[entry] == 0:
        original_2[entry] = 1
    elif original_2[entry] == 1:
        original_2[entry] = 2
    elif original_2[entry] == 2:
        original_2[entry] = 0
    
for ori,ensem in zip(original,submission):
    print(ori,ensem)
    if ori != ensem:
        changes += 1

print(original.count(0),original.count(1),original.count(2))
print(original_2.count(0),original_2.count(1),original_2.count(2))
print(submission.count(0),submission.count(1),submission.count(2))
print(changes)

1 1
2 2
2 2
2 2
1 1
0 0
2 0
1 1
0 0
1 2
2 2
2 2
2 2
2 0
0 0
1 0
2 0
2 2
0 0
1 1
0 0
2 2
2 2
0 0
0 0
2 2
0 0
0 1
2 1
1 1
2 2
0 0
2 0
2 2
0 0
0 0
1 1
2 2
2 2
0 0
1 0
1 1
2 2
2 2
2 2
1 1
0 0
1 0
2 0
0 0
0 0
1 1
2 2
0 0
1 1
2 0
2 2
2 2
0 0
2 2
2 0
2 2
2 0
1 1
0 0
2 2
1 1
1 1
2 2
1 1
2 2
0 0
1 1
2 2
0 1
1 1
2 2
1 1
2 2
2 2
1 1
2 2
0 0
0 0
0 0
1 1
2 2
2 2
0 0
2 2
2 2
0 0
2 2
2 2
2 2
1 1
2 2
1 1
2 2
2 0
2 2
1 0
0 0
0 0
2 2
1 0
2 2
2 2
0 0
1 1
2 0
2 2
2 2
2 2
2 2
2 0
2 2
2 2
2 1
0 0
1 1
1 1
2 2
0 2
2 0
1 1
2 0
0 0
1 1
1 1
0 0
1 1
2 2
2 0
1 1
1 1
0 1
1 0
0 0
2 2
2 2
2 2
0 0
1 0
1 1
2 2
2 0
2 0
0 0
2 2
2 2
1 1
0 0
2 2
0 0
0 0
2 2
0 0
1 0
1 0
0 0
2 0
2 2
1 1
2 1
0 0
2 0
2 2
2 2
0 0
2 2
2 0
2 2
0 0
2 2
1 1
0 0
2 2
1 1
2 2
2 0
2 0
1 0
0 0
0 0
2 2
1 2
1 1
1 1
0 0
2 2
1 0
2 2
2 2
2 2
0 0
2 2
2 2
2 2
1 1
2 2
2 2
2 2
2 2
1 0
2 1
2 0
0 0
2 2
1 1
1 1
2 0
0 0
1 0
1 1
2 0
0 0
1 1
0 0
1 0
2 2
2 1
1 1
1 1
2 2
2 2
2 0
2 2
0 0
1 2
1 1
2 1
0 0
2 2
2 2
0 0
2 2
1 2
2 1
2 2
0 0
1 0
2 2
1 1
2 2
1 1
1 1
2 2
1 1
1 2
1 1
2 0
0 0
2 1
2 2
0 0
1 1
2 2
1 1
1 1
2 2
1 1
2 2
2 0
2 0
2 2
0 2
1 1
1 1
0 0
1 0
1 1
2 2
2 2
0 0
2 2
2 2
2 1
2 2
1 1
2 2
0 0
2 2
1 0
2 2
0 0
2 2
2 0
0 0
2 2
1 1
1 0
2 2
2 0
0 0
2 2
1 1
2 2
2 2
0 1
1 1
0 0
2 0
2 2
2 2
1 1
2 1
2 2
2 2
2 2
2 2
2 2
2 2
0 0
2 2
0 0
2 2
0 0
1 1
0 0
2 2
2 0
0 0
2 0
1 1
1 1
2 2
0 0
2 2
1 0
0 0
1 0
0 1
0 0
2 2
0 0
1 1
2 2
2 2
2 2
1 1
2 1
0 0
1 1
0 0
1 1
0 0
2 2
2 1
2 2
2 2
2 2
2 2
0 0
1 1
1 1
2 1
0 0
2 2
2 2
1 1
1 0
2 2
2 1
2 2
2 2
2 2
2 2
0 0
2 2
2 2
0 0
1 1
2 2
2 0
0 0
0 0
0 0
2 2
2 2
2 2
2 2
2 1
0 0
2 2
2 2
0 0
1 0
1 1
2 2
1 1
2 2
0 0
2 0
1 1
1 1
2 2
0 0
0 0
1 1
1 1
1 1
2 1
0 0
1 1
0 0
2 2
0 0
1 1
2 1
1 1
1 1
2 2
1 1
0 0
2 2
2 2
2 2
2 0
2 2
0 0
2 0
2 2
2 2
0 0
0 0
1 0
1 1
2 2
1 1
2 2
2 2
2 2
2 2
1 1
1 1
2 2
0 0
2 0
1 2
2 0
1 1
0 0
1 1
1 1
2 2
2 2
2 2
0 0
0 0
1 1
0 0
2 2
2 0
2 2
1 1
2 0
2 2
2 0
2 2
2 2
1 1
2 2
1 1
0 0
2 2
2 0
2 0
1 0
2 2
0 0
1 1
2 2
2 2
2 2
1 1
2 2
2 2
1 1
2 2
0 0
1 0
2 1
2 2
0 0
2 2
1 1
2 2
2 2
2 0
1 0
2 1
1 1
1 1
2 1
0 0
0 0
0 0
2 2
2 1
2 2
2 2
1 2
2 2
0 0
2 2
1 0
2 0
0 0
0 1
1 0
2 2
2 1
1 1
1 1
2 2
1 1
0 0
2 2
1 1
0 0
2 2
0 0
0 0
2 2
2 0
2 0
0 0
2 2
2 2
1 1
1 1
0 0
1 0
2 2
2 1
2 2
2 2
2 2
1 0
0 0
2 1
1 1
2 2
2 2
0 0
2 0
2 0
1 1
2 1
0 0
2 2
0 0
0 0
0 0
1 0
2 2
1 1
2 2
0 0
1 0
2 0
2 2
0 0
2 0
2 2
1 0
2 2
2 1
1 1
0 0
2 2
2 2
1 0
2 1
2 1
0 0
2 0
1 2
0 0
2 2
1 1
1 1
2 2
1 1
2 2
0 0
2 2
2 2
0 0
2 2
2 2
1 1
1 1
0 0
0 0
2 2
2 2
1 1
1 1
1 1
0 0
1 1
2 2
2 2
2 2
1 0
0 0
0 0
2 2
2 1
1 1
1 1
0 0
2 2
1 1
0 0
2 2
1 1
1 1
2 2
2 2
2 2
2 0
1 1
2 1
0 0
2 2
2 1
2 0
0 0
2 2
2 2
2 2
2 2
1 1
2 0
2 2
0 0
2 2
2 1
2 2
0 0
2 2
0 0
1 1
0 0
0 0
0 0
2 2
2 0
2 0
2 0
2 2
1 2
2 2
0 0
2 2
0 0
0 0
2 2
2 2
0 0
0 0
2 2
0 0
2 2
2 2
1 1
2 2
0 0
1 1
2 2
0 2
2 1
1 2
2 2
2 2
2 2
0 0
2 2
0 0
2 2
2 2
2 2
2 2
2 0
0 0
0 0
2 2
1 1
2 0
1 1
2 1
1 0
0 0
2 2
2 2
2 2
2 2
0 0
2 2
1 1
0 0
2 2
0 0
2 0
2 2
2 2
2 2
1 0
2 2
0 0
1 1
2 2
2 2
2 2
2 2
1 1
0 0
0 0
2 0
1 0
2 2
0 0
2 0
0 0
2 2
2 2
2 2
2 1
2 0
1 1
2 2
2 2
2 0
2 2
2 0
0 0
1 2
2 2
2 2
2 2
0 0
2 2
2 0
1 1
0 0
2 0
2 1
1 1
1 1
2 0
2 2
2 2
0 0
0 0
1 1
2 2
2 2
0 0
2 2
1 0
0 0
2 2
0 1
2 2
0 1
1 1
2 1
0 0
2 2
2 0
2 2
2 2
1 1
1 1
2 2
1 1
0 0
2 2
2 2
2 0
1 1
2 0
1 1
2 2
2 2
0 0
2 1
0 0
2 2
2 2
1 1
0 0
2 2
2 2
2 1
1 1
1 0
2 2
1 1
2 2
2 2
1 1
2 0
2 0
1 0
0 0
0 0
0 0
2 2
1 2
2 2
1 1
1 0
0 0
2 0
0 0
2 2
2 2
0 0
2 0
1 1
0 0
0 0
2 2
2 0
2 2
0 0
2 2
2 2
0 0
1 1
0 0
1 2
0 0
2 2
0 1
2 1
0 0
2 2
2 1
0 0
200 209 435
328 204 312
308 204 332
186


np.savetxt(r'submission.txt', submission, fmt='%s')

	Unnamed: 0	id	logit	related
0	0	1000000000	[-0.2988024950027466, -1.1718432903289795, 0.9...	1
1	1	1000000001	[-1.637555718421936, -1.964380145072937, 3.513...	1
2	2	1000000002	[1.150705099105835, 1.0391881465911865, -2.863...	1
3	3	1000000003	[3.090744972229004, -1.1045386791229248, -1.98...	1
4	4	1000000004	[3.428008556365967, -0.7349969744682312, -2.57...	1
...	...	...	...	...
145	145	1000000145	[-0.9186779260635376, -1.5854158401489258, 2.2...	1
146	146	1000000146	[2.027890205383301, 0.9760094285011292, -3.329...	1
147	147	1000000147	[-0.22157752513885498, -2.5750298500061035, 2....	1
148	148	1000000148	[-1.3043547868728638, -1.696756362915039, 2.83...	1
149	149	1000000149	[3.1722331047058105, -0.6526208519935608, -2.4...	1

Extract Data¶

Functions for Sentence Similarity¶

Check Similarity for Unrelated Claim and Evidence¶

Named Entity Recognition¶

en_core_sci_sm¶

en_core_sci_lg¶

en_core_sci_scibert¶

NER Characteristics for Claim and Evidence¶

Thoughts¶

Formatting Data for ZSFV¶

ZSFV Model Training and Evaulation Command¶

Data Formatting¶

Force Label Unrelated Claim-Evidence¶

Convert JSON Prediction File to txt¶

NER Enhancements to Prediction¶

Ensembling¶

Ensemble (3 Models)¶

Weighted Ensemble (Phase 1 Final)¶

Weighted Ensemble (Phase 2 First Submission)¶

Weighted Ensemble (Phase 2 Second Submission)¶

	id	context	claim	evidence_entity	evidence_id	evidence	label
0	0	Tricyclics were also more likely to reduce the...	Antidepressants increase the severity of migra...	NaN	0	Tricyclics were also more likely to reduce the...	REFUTED
1	1	These observations implicate accelerated NETos...	Citrullinated proteins externalized in neutrop...	NaN	1	These observations implicate accelerated NETos...	SUPPORTED
2	2	IF3 and tRNA undergo large conformational chan...	Recognition of start codons depends on the tra...	NaN	2	IF3 and tRNA undergo large conformational chan...	SUPPORTED
3	3	Conversely, enhanced Ca2+ cycling by activatio...	Ca2+ cycling is a UCP1-dependent thermogenic m...	NaN	3	Conversely, enhanced Ca2+ cycling by activatio...	REFUTED
4	4	The Hippo pathway controls organ size and tiss...	Weighed food records (WFR) result in poor comp...	NaN	4	The Hippo pathway controls organ size and tiss...	NEI
...	...	...	...	...	...	...	...
1174	1174	The relative risk estimate for breast cancer c...	Birth-weight is negatively associated with bre...	NaN	1174	The relative risk estimate for breast cancer c...	REFUTED
1175	1175	Cry1 expression was elevated during the night-...	Rhythmic expression of Cry1 translates directl...	NaN	1175	Cry1 expression was elevated during the night-...	SUPPORTED
1176	1176	Also, mutant mice have increased susceptibilit...	Mice lacking Sirt1 in Sf1-expressing neurons h...	NaN	1176	Also, mutant mice have increased susceptibilit...	SUPPORTED
1177	1177	Here, we develop a conceptual framework for fu...	Microglia are an innate immune cell type of th...	NaN	1177	Here, we develop a conceptual framework for fu...	REFUTED
1178	1178	The adverse effect is less severe in sons, alt...	There is no increased risk of hypospadias with...	NaN	1178	The adverse effect is less severe in sons, alt...	REFUTED

	id	context	claim	evidence_entity	evidence_id	evidence	label	related
0	0	This result suggests that traces of a heavy me...	Beta-band coherence is diminished for visible ...	NaN	0	This result suggests that traces of a heavy me...	NEI	0
1	1	The best diagnostic performance is obtained wh...	Physical activity level is associated with the...	NaN	1	The best diagnostic performance is obtained wh...	NEI	0
2	2	After 6 months, 4 of 53 patients (7.5%) in the...	Autologous transplantation of mesenchymal stem...	NaN	2	After 6 months, 4 of 53 patients (7.5%) in the...	NEI	1
3	3	At CFSs, this fragility is associated with a d...	RAD52 is involved in break-induced DNA replica...	NaN	3	At CFSs, this fragility is associated with a d...	NEI	1
4	4	Embryonic stem cells have the ability to remai...	Human embryonic stem cells give rise to cell t...	NaN	4	Embryonic stem cells have the ability to remai...	NEI	1
...	...	...	...	...	...	...	...	...
145	145	However, mature size DNA products accumulated ...	Origin gross domestic product(GDP) is positive...	NaN	145	However, mature size DNA products accumulated ...	NEI	0
146	146	RESULTS There was no significant mean treatmen...	Surgical treatment is not superior to non-surg...	NaN	146	RESULTS There was no significant mean treatmen...	NEI	1
147	147	Further, we demonstrated that LXR is poly(ADP-...	Cancer-associated fibroblasts (CAFs) interact ...	NaN	147	Further, we demonstrated that LXR is poly(ADP-...	NEI	0
148	148	CONTEXT The epidemic of heart failure has yet ...	Persistor cells are one reason for incomplete ...	NaN	148	CONTEXT The epidemic of heart failure has yet ...	NEI	0
149	149	Notably, a network structure analysis of this ...	Normal expression of RUNX1 causes tumorsupress...	NaN	149	Notably, a network structure analysis of this ...	NEI	1

	id	context	ori_evidence	claim	label
0	0	0-dimensional biomaterials lack inductive prop...	[, , This review examines the use of nanotechn...	0-dimensional biomaterials lack inductive prop...	NEI
1	1	0-dimensional biomaterials lack inductive prop...	[, , We further discuss their utility and the ...	0-dimensional biomaterials lack inductive prop...	NEI
2	2	1 in 5 million in UK have abnormal PrP positiv...	[, , RESULTS Of the 32,441 appendix samples 16...	1 in 5 million in UK have abnormal PrP positiv...	REFUTED
3	3	1-1% of colorectal cancer patients are diagnos...	[, , During the study period, 44,924 eligible ...	1-1% of colorectal cancer patients are diagnos...	NEI
4	4	1-1% of colorectal cancer patients are diagnos...	[, , CONCLUSIONS Expansion of Medicare reimbur...	1-1% of colorectal cancer patients are diagnos...	NEI
...	...	...	...	...	...
585	585	cSMAC formation enhances weak ligand signalling.	[, , This conclusion was supported by experime...	cSMAC formation enhances weak ligand signalling.	SUPPORTED
586	586	mTORC2 regulates intracellular cysteine levels...	[, , mTORC2 phosphorylates serine 26 at the cy...	mTORC2 regulates intracellular cysteine levels...	SUPPORTED
587	587	mTORC2 regulates intracellular cysteine levels...	[, , Genetic inhibition of mTORC2, or pharmaco...	mTORC2 regulates intracellular cysteine levels...	SUPPORTED
588	588	p16INK4A accumulation is linked to an abnorma...	[, , Expression of p16(INK4a) with aging did n...	p16INK4A accumulation is linked to an abnorma...	NEI
589	589	p16INK4A accumulation is linked to an abnorma...	[, , This work suggests that p16(INK4a) activa...	p16INK4A accumulation is linked to an abnorma...	NEI

Extract Data¶

Functions for Sentence Similarity¶

Check Similarity for Related Claim and Evidence¶

Check Similarity for Unrelated Claim and Evidence¶

Named Entity Recognition¶

en_core_sci_sm¶

en_core_sci_lg¶

en_core_sci_scibert¶

NER Characteristics for Claim and Evidence¶

Thoughts¶

Formatting Data for ZSFV¶

ZSFV Model Training and Evaulation Command¶

Data Formatting¶

Force Label Unrelated Claim-Evidence¶

Convert JSON Prediction File to txt¶

NER Enhancements to Prediction¶

Ensembling¶

Ensemble (3 Models)¶

Weighted Ensemble (Phase 1 Final)¶

Weighted Ensemble (Phase 2 First Submission)¶

Weighted Ensemble (Phase 2 Second Submission)¶